{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tensorflow自编码神经网络示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" Auto Encoder Example.\n",
    "Using an auto encoder on MNIST handwritten digits.\n",
    "References:\n",
    "    Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner. \"Gradient-based\n",
    "    learning applied to document recognition.\" Proceedings of the IEEE,\n",
    "    86(11):2278-2324, November 1998.\n",
    "Links:\n",
    "    [MNIST Dataset] http://yann.lecun.com/exdb/mnist/\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting /tmp/data/train-images-idx3-ubyte.gz\n",
      "Extracting /tmp/data/train-labels-idx1-ubyte.gz\n",
      "Extracting /tmp/data/t10k-images-idx3-ubyte.gz\n",
      "Extracting /tmp/data/t10k-labels-idx1-ubyte.gz\n"
     ]
    }
   ],
   "source": [
    "from __future__ import division, print_function, absolute_import\n",
    "\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Import MINST data\n",
    "from tensorflow.examples.tutorials.mnist import input_data\n",
    "mnist = input_data.read_data_sets(\"/tmp/data/\", one_hot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 超参数设定\n",
    "learning_rate = 0.01\n",
    "training_epochs = 20\n",
    "batch_size = 256\n",
    "display_step = 1\n",
    "examples_to_show = 10\n",
    "\n",
    "# 神经网络参数设定\n",
    "n_hidden_1 = 256 # 1st layer num features\n",
    "n_hidden_2 = 128 # 2nd layer num features\n",
    "n_input = 784 # MNIST data input (img shape: 28*28)\n",
    "\n",
    "# tf 计算图输入\n",
    "X = tf.placeholder(\"float\", [None, n_input])\n",
    "\n",
    "weights = {\n",
    "    'encoder_h1': tf.Variable(tf.random_normal([n_input, n_hidden_1])),\n",
    "    'encoder_h2': tf.Variable(tf.random_normal([n_hidden_1, n_hidden_2])),\n",
    "    'decoder_h1': tf.Variable(tf.random_normal([n_hidden_2, n_hidden_1])),\n",
    "    'decoder_h2': tf.Variable(tf.random_normal([n_hidden_1, n_input])),\n",
    "}\n",
    "biases = {\n",
    "    'encoder_b1': tf.Variable(tf.random_normal([n_hidden_1])),\n",
    "    'encoder_b2': tf.Variable(tf.random_normal([n_hidden_2])),\n",
    "    'decoder_b1': tf.Variable(tf.random_normal([n_hidden_1])),\n",
    "    'decoder_b2': tf.Variable(tf.random_normal([n_input])),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 搭建encoder\n",
    "def encoder(x):\n",
    "    # 隐层使用sigmoid激励函数 #1\n",
    "    layer_1 = tf.nn.sigmoid(tf.add(tf.matmul(x, weights['encoder_h1']),\n",
    "                                   biases['encoder_b1']))\n",
    "    # 隐层使用sigmoid激励函数 #2\n",
    "    layer_2 = tf.nn.sigmoid(tf.add(tf.matmul(layer_1, weights['encoder_h2']),\n",
    "                                   biases['encoder_b2']))\n",
    "    return layer_2\n",
    "\n",
    "\n",
    "# 搭建decoder\n",
    "def decoder(x):\n",
    "    # 编码的隐层用的sigmoid激励函数 #1\n",
    "    layer_1 = tf.nn.sigmoid(tf.add(tf.matmul(x, weights['decoder_h1']),\n",
    "                                   biases['decoder_b1']))\n",
    "    # 解码过程也用的sigmoid激励函数 #2\n",
    "    layer_2 = tf.nn.sigmoid(tf.add(tf.matmul(layer_1, weights['decoder_h2']),\n",
    "                                   biases['decoder_b2']))\n",
    "    return layer_2\n",
    "\n",
    "# 搭建模型\n",
    "encoder_op = encoder(X)\n",
    "decoder_op = decoder(encoder_op)\n",
    "\n",
    "# 预测\n",
    "y_pred = decoder_op\n",
    "# Targets (Labels) are the input data.\n",
    "y_true = X\n",
    "\n",
    "# Define loss and optimizer, minimize the squared error\n",
    "cost = tf.reduce_mean(tf.pow(y_true - y_pred, 2))\n",
    "optimizer = tf.train.RMSPropOptimizer(learning_rate).minimize(cost)\n",
    "\n",
    "# Initializing the variables\n",
    "init = tf.initialize_all_variables()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 0001 cost= 0.196057841\n",
      "Epoch: 0002 cost= 0.170562595\n",
      "Epoch: 0003 cost= 0.150913879\n",
      "Epoch: 0004 cost= 0.142777741\n",
      "Epoch: 0005 cost= 0.140961632\n",
      "Epoch: 0006 cost= 0.134586036\n",
      "Epoch: 0007 cost= 0.132345021\n",
      "Epoch: 0008 cost= 0.129328847\n",
      "Epoch: 0009 cost= 0.128869250\n",
      "Epoch: 0010 cost= 0.124333933\n",
      "Epoch: 0011 cost= 0.119764350\n",
      "Epoch: 0012 cost= 0.115599096\n",
      "Epoch: 0013 cost= 0.117461979\n",
      "Epoch: 0014 cost= 0.116354845\n",
      "Epoch: 0015 cost= 0.111326471\n",
      "Epoch: 0016 cost= 0.110225655\n",
      "Epoch: 0017 cost= 0.107862085\n",
      "Epoch: 0018 cost= 0.107746691\n",
      "Epoch: 0019 cost= 0.103453107\n",
      "Epoch: 0020 cost= 0.102375515\n",
      "Optimization Finished!\n"
     ]
    }
   ],
   "source": [
    "# Launch the graph\n",
    "# Using InteractiveSession (more convenient while using Notebooks)\n",
    "sess = tf.InteractiveSession()\n",
    "sess.run(init)\n",
    "\n",
    "total_batch = int(mnist.train.num_examples/batch_size)\n",
    "# Training cycle\n",
    "for epoch in range(training_epochs):\n",
    "    # Loop over all batches\n",
    "    for i in range(total_batch):\n",
    "        batch_xs, batch_ys = mnist.train.next_batch(batch_size)\n",
    "        # Run optimization op (backprop) and cost op (to get loss value)\n",
    "        _, c = sess.run([optimizer, cost], feed_dict={X: batch_xs})\n",
    "    # Display logs per epoch step\n",
    "    if epoch % display_step == 0:\n",
    "        print(\"Epoch:\", '%04d' % (epoch+1),\n",
    "              \"cost=\", \"{:.9f}\".format(c))\n",
    "\n",
    "print(\"Optimization Finished!\")\n",
    "\n",
    "# Applying encode and decode over test set\n",
    "encode_decode = sess.run(\n",
    "    y_pred, feed_dict={X: mnist.test.images[:examples_to_show]})\n",
    "# Compare original images with their reconstructions\n",
    "f, a = plt.subplots(2, 10, figsize=(10, 2))\n",
    "for i in range(examples_to_show):\n",
    "    a[0][i].imshow(np.reshape(mnist.test.images[i], (28, 28)))\n",
    "    a[1][i].imshow(np.reshape(encode_decode[i], (28, 28)))\n",
    "f.show()\n",
    "plt.draw()\n",
    "plt.waitforbuttonpress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAADICAYAAAB758tPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzsvVlwXNd57/vbu+dGd6MbaMzzQHCeKWqyBkuyJcuKHUWK\nE5/cJPZJ4sp5iR/ssst5cqbKrcTlpHIq55adnFyfxLmJEkWKk4qHWLZlyRpIkQRHACQGAugGutED\nep527+E+bJLiAFJEEyAazPpV7RLVvXr36j++tdf61vrWtyTDMAwEAoFAIBAIBAKBQCAQbCjyRldA\nIBAIBAKBQCAQCAQCgXDQBQKBQCAQCAQCgUAgqAuEgy4QCAQCgUAgEAgEAkEdIBx0gUAgEAgEAoFA\nIBAI6gDhoAsEAoFAIBAIBAKBQFAHCAddIBAIBAKBQCAQCASCOkA46AKBQCAQCAQCgUAgENQBwkEX\nCAQCgUAgEAgEAoGgDhAOukAgEAgEAoFAIBAIBHWAcNAFAoFAIBAIBAKBQCCoA4SDLhAIBAKBQCAQ\nCAQCQR0gHHSBQCAQCAQCgUAgEAjqAOGgCwQCgUAgEAgEAoFAUAcIB10gEAgEAoFAIBAIBII6QDjo\nAoFAIBAIBAKBQCAQ1AHCQRcIBAKBQCAQCAQCgaAOEA76JkZRFL785S/T1dWF2+3mgQce4LXXXtvo\nam0KhHa1I7SrDaFb7QjtakdoVztCu9oR2tWG0K12hHaCewnhoG9ifv3Xf50///M/51d/9Vf5i7/4\nC6xWK88++yxvv/32Rlet7hHa1Y7QrjaEbrUjtKsdoV3tCO1qR2hXG0K32hHaCe4pDMGm5MiRI4Yk\nScbXv/71K6+Vy2VjeHjYePjhhzewZvWP0K52hHa1IXSrHaFd7QjtakdoVztCu9oQutWO0E5wryFW\n0DcpL7/8Mlarld/6rd+68prD4eA3fuM3eOedd1hYWNjA2tU3QrvaEdrVhtCtdoR2tSO0qx2hXe0I\n7WpD6FY7QjvBvYZw0DcpJ0+eZGRkBI/Hc83rhw8fvvK+YGWEdrUjtKsNoVvtCO1qR2hXO0K72hHa\n1YbQrXaEdoJ7DeGgb1IikQgdHR03vN7R0YFhGCwuLm5ArTYHQrvaEdrVhtCtdoR2tSO0qx2hXe0I\n7WpD6FY7QjvBvYZ1oysgqI1SqYTD4bjhdafTeeX9lUgkEvzgBz+gv78fl8u1rnWsV9LpND6fj7//\n+7/n6aefJhgMAkK72yGVSmG1WkkkEld0A6HdByFsrnaEdrUjtKsdoV3tCO1qo1bdQGgnbO7OKJVK\nzM7OXqOdYIPZqM3vgjtj165dxlNPPXXD62NjY4YkScY3v/nNFT/37W9/2wDEden69re/LbS7Q92E\ndrVrJ3QT2gnt6v8S2gnt6lk3oV3t2gndbq6dYGMRK+iblI6OjhVDdiKRCACdnZ0rfq6/v//SvxxA\n23XvDl+6VuL7wDOrqOFqyq/nvQH+BWi46v9jgAqoV+lRL9qttxarKT8FvAO0XPVaFFCu0Q2Edjey\n1jbXDmS49m+xUe11vctvpva63uXv5WfdasuLfqL28kK72squd/nr+9jadINatasnLVZbfjPZ3HqX\nv9P2CqAA0RvGdoKNQzjom5R9+/bx+uuvk8/nr0mK8e677yJJEvv27Vvxc++H8LQBn13FNzqBG/f3\nrE359bw3QDPw6av+/4fAuwDXhDTVh3brrcVqyncAYa7V7lXgNIZhXFNSaHc9a21znwBev+6ea1XX\neiu/mdrrepe/l591qy0v+onaywvtaiu73uWv72Nr0+3a8qvRrp60WG35zWRz613+TtsrQAT45n/p\nMP96QySJ26S8+OKLqKrKN7/5zSuvKYrCt771LR544AG6uro2sHb1zg5Av+YVod3tMgjAK6+8cuUV\nod3tIGyudoR2tSO0qx2hXe0I7WpD6FY7QjvBvYVw0DcppVIJwzD4whe+gCRJyLKMw+FgcnKSz3zm\nMxtdvTqneuVfBw8eFNqtChWAP/uzPxN2tyq6uDzDfb3Nvfvuuxw9enRjq1fXiPZaO0K72hHa1Y7Q\nrjZEP1E7wuYE9xYixH0TI0kSBw8eZGpqikKhQG9vL5/61Kd44YUXNrpqmwav10u5XN5w7SQLuLos\nVHMyzXvtWFBxGhUatSw+NUs2CtkIqBWzvOyScXTZWEgp+HcZJIwg5ZSEvpiHZHnd67tjxw4WFxeF\n3a2K/UAEl8uFqqpXdNu1axfDwzfb5ya4mnppr5sRoV3tCO1qR2i3WkQ/cacImxPcCwgHfZPzla98\nhV/4hV+o4ZOrfdDvWsfy63nvW5d//fXXOXDgwCrvt/baSTaJwEEH9ub76fuYGxclWrQM20qzbClM\nMfkTmPwJFC456PZGG8FHfCz4/KgPw3vaALEzEup/zqPf0kFfG+0++9nP8sUvfnGV94L1tbuNs6Pb\nK2sGLP3+7/9+jdptVi1WW77+2+vdK3/vPetqLy/6idrLC+1qK7sR5e+0n1iNdvWuRW1l68/m1rv8\netdFsBEIB/0eIJ/P43K5sFgsq/jUah9Gu9ex/Hre+9bli8UimqZtmHY2q0aDW8HTrNG9Fbp/eTeN\nLWUaKNJdTXFfIcT+7AQtk+CyQ/rS51xOO519zTz335v5qZQjoVsxdCfp4x4K5DHDvZRV1WW1da8/\nu6vht0k2kGxYDBW7UcAiK2gNTrQGB1rJQC/qGFXj/fJrVJfatLtbbUoGZKx2DVdDFbu9ilbQ0Ys6\nFglsNjCkYQpVmaLq5n1bM1a881rWfaPb690vf+886+68/H/dfuLOywvtaiu7seXXv4+9m79NBizm\nZZFBlkGSri1uPAi6DpqG1aVhb1DBJqHodlTNbnYzFUCrgrYPDG3Fb60/m1vv8utdF8FGIPagb3I+\n+9nP4vP5cDqdPPHEExw/fnyjq7SpePTRRzdUu5Zggacevcj/+PQRnpLepPcff0zgf76O53++hfG/\nTrP4VzFG/w8sHAU1b86oWQHSGrk380T+Mk7P3xzlhX96ied+9hYDizbMELkO1rN5f/WrX7037M7a\nCs49NDo7GbEmuM9zmu0P5ej+7RYCTzVia1n7Ocz6184JBGjpcnL/Mxme/40Znj58jg85j/Gc/yif\nHT7Kp7dOs6vZDRwG+oC7k/l1o9vrZkZoVztCu9oR2tVG/fcTq8UJtIJlCLy7oOPwjVf7feDZAfIA\nzSPN7HjRyq7fdtLy2QH45cPw8GHoPwyBLeDw3fSbhM0J7gXECvomxW638+KLL/Lss88SDAYZGxvj\na1/7Go8++ihvv/02e/fu3egq1jEWzGzkM3z9619HUZQN0641WODJR2f4xY+d4fQ/SJx+CQoxkAAD\nnUU0ogboVXPS+EqDzWjkf5ancKTAzpYUu4KjDJUfY2FxO2fZh5nMbZHrs5reOeaM9Be/+EUOHTq0\n+e3O2gau3fg0mRE9yYDnDOGHegh/LsjiKzlKU2WUxeoH3+e22CzauYAmWrpU7n8mw4MfmiaqJ1g6\nmWTQr7J3CDKOneSVJzm6dBjzdyWA4jrVp37a6+ZDaFc7QrvaEdrVzmbpJ1aLC9NB7wFfENpbzFX0\nq1FVMGJQiNE8IrHjxQyW3U5KqX4isf3wJuaQxjgPlQyUU1d9WNic4N5COOiblAcffJAHH3zwyv8/\n99xzvPDCC+zZs4evfOUrfPe7393A2tU7PcBTwDd59NFHOXDgwF3XbqA3xfYtcXb1LeLPxJj/nkLm\nNBgJsOTNMg4rNDdAkweyPR6yvR5sVhVfOY8lXSZ50SB50SAjKSwoCtnWZQIPhBlyXyQ1niI1oWOo\na13zNgA+8YlPcODAgc1vd30ybLdhKco4xjXsVQ1F9ZKsdJOvxlD1NGvneG4S7SxesHSiZ1SU91Qq\n6TjSeA6XUkbN68QXIN1Sgh1ZWg4tU5ooUJrQ0LLrVaGNb68r4mwET5BGq8a2ygTbKhOcV4NMVIOk\nDWdt97RZof3S4DVlgSiQL2JOgCzXcMM61a5WGpzQE4TOJoLhCYLhCWi0UdjWQzHYQmmiTGmiglHV\nuDSSv4MvqyftZMAPNNIXiLK1fZqmYJpUwE8q4GfpfDuxiXZKaR2IA5k1+E4r0ABSA/S4oNsFxTKE\n05DIARqXT/W4kXrSbrOxSfqJW+GyQ1cLdAXp811kwDtDIBPFORdCinlJGj6Syz6M60LcLYZGs5yl\nOZghmI0TfCtOecZGPp/Cnp2AcSAKqVyRWDVL/ppPC5sT3FsIB/0eYmhoiE9+8pO8+uqrGIaBdP3+\nHsFNudvajQwlefETY2zxLpD8WYGT34FiAqpX+YIuG/Q2wZYOifBjPkKPdeJ2lehJadhnykz8JyzP\nQrwEhSqkB3M0PjnD1q0+pl/KkJnS0dbcQb+RTW13g8BHQVoGSxakGSu5nJ/FpV6KWY2qGlrXr69L\n7Sw+cHSjxItkf6iReCOJGq8il3QyVbhQgbRcpfJgmvanwyT/OY2ypK6jg34jdaGbuwlatxNwV3gs\nc5JfzL7Hy8XtxDQ3aa1GB91hh8EeOLgTpuxQAvIJYIzaHPQbqQvtasXnht39SA9uo+1ns+xMTUKP\ni6Vne4ntaifxz2nKF9MYVQUzN8KdOOg3snHaWYAWYIChljzP7wkxsnuGyeFBJodsnHzZTz62k1K6\nijkxsRYOuh1oArkVBoPwoSDEU1CdhoQKlLm5g34jm9ruNphNp53bCdt74eFdDPek+Wh3nC1zFwm8\nVkE+WmUia2NiyUr1ugA/p8VgW0Ble1uVUlwh+Z0KCUPCqp6greqGHJCHmUoHlWo/eYK3rMam000g\nuArhoN9j9PT0oCgKhUIBj8dzi5Lfx9wTdDW7uDeTR5wBzl732o2ZztddO0kGhwecHtzuBVqNHIFc\ngugcxM+ai0MtHsioTUTL7WTw4DQqWA2FBTVIqBqkwVJCq9rxGR4kd5aO1gyFAmRKULaVaOyP0rdn\nlsRPzeixlVOo3C63pxtsXrvzBrP4toboikVobizgVnSMUIXCe1mU6RIUalVwrbVbb90smCGILto8\nVdqb5ujTZvBE4pSzJcDcdlHRoFiBdFFHbynTcDBH7t0KsmMtt1LUSXv9ABxN4NoOXY0awxey7Mku\n8g6dOFfhtFyP1aYT6CrSdGAZZ0DCLlcpN6ZYiuWIJW7nDptDu9VjB5y4cNNOkTZjll4jTC+LqLoL\nixpGrjZR0SCFAx0D8+m3GrusR+2sgAMLToJUCLLIdiPEgL5Av3URe4cD/x47qXcGOe+8dMTHHU9K\n2AA7bslGuzVHq7OMYimi6AWyOizLbvKWdjCSoCuYGtejdrfCCthxuAya2nM0teWwFarYi1WyOSfR\nnI90yYX529Z6m9jVbOY+1gqSB+QG/G0p/G0p7KUiRCtgZFB1L5rqpacaolNZoKM6T0DLIetFMhXI\n5kG7zlQdFuh0Q7sOqTTk4mAvQuC6X5RmG1WywNJ1dapnm6snbt/uBBuHcNDvMaanp3E6nR/wIAJ4\nBjOR2H8FdnPjQzYCfPOaV9ZdO4sVmrqgdYh0LsX0D4+iFiE9bTrT7X4YaIMz+UGOxJ5mujTI6HKC\nQCVBTtXITanYLCreSi+dSopD1TEObc0yv2hwcRE0FFyksBLDQwMSbky3qlZuTzfYvHbXaQ+zzZNm\nuDDFgDWOvajgPh1CSh+DaBFShRrvvNbarbdudszQyk52N4/zkZE3aKucp6RNodzFlXGTOmmvH4Cv\nI0P3Q9MMtWTwFRJUToJaBf0O/COnrcSOtrMc3H6Wtr4cTVsyxM7q/PB1P7GfNd7GHTaHdqvHA7TT\nnNN4bOwEH86dJzs3SaaYIh/K0fLdI8hHIqQntyJXRi59pspqVnjrUzsH0IKdBvYwzsOM0x2fpnQq\nwrxWwdMRYe/eImNVH07dBTQAyTv8TjfQTIu1yBOeczzuOc/ykpPU6y4mSls5ljrMpHMbVC+AksJ0\nYOtRu1vhAgJ4m1T2fTjOoQ/PEpjPEpjLMDbVxn9O7CBdCmCmDV/pNJS1YhP3sZILLAPI9j76D46y\n98kw/oV55P+Mo58vUxw/RzH9E9q8c2Q8s0zncjjnFaQ4LJdWfk6qOkRyUFahokBOMYOIVsoC42GA\nGE9c92o921w9cft2J9g4hIO+SUkkEgSD14b3nDp1in//93/n4x//+Np/oSyB3Qp2Cw6jgsOoYJE0\nDFnCkMFAAiSqmg1FtaOp1vcXMAwVc6C0tuGGtXPjnuJ11e4yshUCbdC/g1z0AqF33ViWQZfNLVt+\nn5PWFgeSdYRQ+nGO5vZCNgTZMERi8F4M2SZhcTQw3JhlqC/JYO8YxSIsxKCsa9iVKo5yBavqwNR7\nrUO6bpxlvSvarSmS+beQLLSSYLd6gWHmCDSkqDgNnKElpMlzmE7rWlJ/2kk2CdkpYbHYsWsebFoT\nu5oXeLrz+3jzM5wLwcUVPiej4TTK+PQcWYeCvVGi2mhDV2UMVQJNNRP+rAkb1F5viURjU4bBHTlG\n2hP434lTKZkDTOMOHnM2S5We5giHBqOM2ML0bwkx53MxM3U/r3OQ1e+rrkftasDqAXsHPinN3vkJ\nPjn/EicVOFkFrQKeEykarCEWK25kdTtr8+zbSO3MI6msshOHrYGgxc7O6ixPqD9AL6SJRGQiDRJD\noSwtkTyezDQWtRE+IOT3drDa7VgdHjpcRQ67pvl51w8JZ+0sLNlBqzDNQbB1gBbh5hrXqd05LOCw\nYtOcOBUXnb4iu3dmefyZEO1n43T4YvgrVU6FRzAnO2B9HfSVqL9+YkVkJzi6kLy76BiZ4cDjWdon\nQlhOzKOdSpCdgeyMOQzMX7puhiSBVTZPX8sZkKtiNoFLPvWV02suYVdAVrhu/q1Obe6WyJiRCJYr\np9BZrCo2WxWrpGJRNWT1/QgO1WKlYnFQlW0YFck8ck7XWH20kGAzIBz0Tcov/dIv4XK5eOihh2ht\nbeXcuXP81V/9FR6Phz/+4z9e+y/0OGFXJ+zsYmd1lPsq4zTb4ygBK4rPRhUbCnYuLg0yPr+FyGKX\nOZGfANRF0BbAWK8sz6vlZS4Hf7/66qv83d/93fpqdxkr0ApsBcMKehicDmgJgK/RRph9vBc+yMnc\nEOFSFhjFPPk8g9m9aXj7ZFoPq/R3VNEu6kych2gcKhVIZoPEpg6waN3HbDSFpi+z9pMirwHwN3/z\nN5w4cWL97W49sDigoQsaurDPvkPDS2dw+yPYt0koHU1IR93wnrTytP0dUX/auYYd+A410NYBW+Nn\n2JZ4gz7lFInpNLFlyNxk23OjnqVNOckD5RLHtndw/Fc6CE91kQs3UlqwQWTBvLQ722RhskHt9aaY\nw8WWdIL9Fxa4fzlMe3xxTe5cwcEFtuBgJ+WlUfwTOTimw6IXcw9yAXMgeru61pt2NdJjh21eSk6d\nuQsOjk3BogZlA7zd0HEA6DSYPVHBcjwDFYk73eCzsdr5gSY6/GXuGzjLvtY5Wi6eI3axjDzoxHLI\nS6nfy7sFL9/7Gx/vjXaxnFqbow7bR1IM3FdgmyuKenaZ45MyMzu3Mb1rF+eSW0mcLMDkqNmv39Qp\nqEO7s8lI+9qQDrSzJR7jvrMn2VKewf9WiEh2iUK0QGxJYyrkJLPcjBlRtMStXcv1oP76iRVxAj1g\ndBso8Sy5fwzjCi0hzRUxMKcZNG5vBOJxQIcPWpow88IMcMv58fwUjI4C4atfrUOb+yAkL1i7wN5i\nNvkAtPYu0D8wQ7cjRksoSTCcNGcwJIO5pj5Gu/ZywbUF9aQd9aTNPPZHXQT9roe6CdYZ4aDXGYVC\ngT/5kz/h6NGjHD16lFQqxbe+9S1+7dd+7Zpyzz//PH/913/NV7/6VarVKpIkMTAwwEsvvcTWrVvX\nvmJeJ+zvg+f3s7N0gV/OzbCl4Tz5fif5Ticl3BRp4I1zPSSP9BM5eQAmMZN6MAr68l1w0BXgLczj\nxRYwg6N+Hrj+eI1twBEA/vAP/3D9tbvM5Tw/24AyGG5z5byvBbo6bLwX2s/fhf4vQqUqZW0KU8DL\nM6Pm5emT6P+EysCQivYtnYnvQ14BRYPlXDMnpw4woTyOEhlF0zPcfojn7WrXDyzyjW98A1VV7552\na4nFCZ4+aDmAbfYcDWcXcR1axPYrfuQdzUiaG06uxkHfvNq5hhy0PO9n+54cHzt/mo9d+DEX360w\nc6RMOnLzRfBGI8vO6km2lSdwbv8I6R0DlC/2ox7ronTcDRgQW/oAB73O2+uKSFzeF9ySzrBv8hyH\nY1No8eqarF9UcDDJMEsM4Y1q7Dk2hnw0c8lBD176/gqmVptNuzug2w6P+Sh5Ya7i5NgYqIb5dAt2\nwdDT0LBf5z3KWM5moWLn5s++zWB3jUA/nf55nt51jo9v/yHnZYULCxWsQ34Czzejdrbzzt938tr/\n10GpZKNcWZvhXPvWNPe9mGXAFUHNJTn+noXxke2M/conCI9ZiLz9f6B8AQhRn9rdBJuMtLcN+b/t\nYvj8WzxfOsnOE+8w/rMqF36qEtN0ZFVnquokq1520AvcuM+5VjZvP7EiTqAb2A3KRJb8G2Hsy0tI\nJQ0Drly3g8cOA0EYGQAeAx7lSgBDoQh/9v/CsTNw/CyksvDbn87g7eA6B70Obe6DkH1gHQb3NmgH\n+qDtgWMceGSWg94YW49OM3Js+srq+tsDMsUDDzPr34XxDw1oM24MZcJ0zoWDfs8hHPQ6I5FI8Ad/\n8Af09fWxb98+Xn/99RXLPf/88/ze7/0e/f39fP7znyeXy/Gnf/qnfO5zn+Po0aNYrWv7p/UoebZE\nzzI8tsCuwnH0zBJxe4FySKHcXKZCmQoF3HMT9J//KdJiGFcGnFVw+adxeaex2tfgAeIBGiGlB5iK\nDzMTH4DCMuSXQUsDb2BORbYDsze5yTbgJwB8+ctfxu/3r6t2V1BVMxb9xDjLF2Um8g+jqt1EchWa\nrXAi281iuUBOLWDObJRuuEVTIcuOcIZdLKHHYmTLUNFNN17TLJQVF4WSB1Q7GKsJ8Sxye9oNAG/T\n2dnJl770pXW3u3XBKcOAHXa7Uc5ZKJytshDzkY3uJxLcylxeRjMsq7jh5tXOHUvScmKJ1uU48sIM\ny+EU2TAUM6BUbv45NaOTGy0T81WQ7TN02I9hW46jzwcp5hqZsslMtg9TzWagkITqjbZ8+7ptUHtd\nCYsMLc3Q2kbJnyQRkgknVdROP9VP+UhOtlCdtNecRFvCwIqKgwqlbJXwnI5+0UIm7QGaMdelUmxK\n7WrCBtjoUWJsyb9Jt7FEoDxN6aqRf0Jv45gyTLXcz6TahGpcXj2/mXuwCbQLOqHVT7U1SbakkTif\nJRsz9+bmY0HmT+xiaaafyfM2EkkrdxzOL1nB3gSOZqTsBeTRizgDczQ0ZbE/BTNuC+lRB6nRNMr0\nf2BOINSpdjfgBJqxaH4GQnkG332DneFjyLF5EsUchTKoVz3rmtoTPDQ0Sp+3wvSUg8mpbt4P0r6T\nbTubqZ9wAz5cAYPgljSN/XkS2VYS2RbUeAmi74dWSYCrpNGUUujMqTgsYLFBWTPHJo4BcAxBsdFD\nQm4moTeTTjeRygQw4hrEqoRUhXheYSKuwEQFrGVwmu03nlT4v78xSbDJRke7nVS2wMxiM4lMw3V1\nriebWwHZAc4mcDTR3TNPT888vkoey2weI36BXAZyUeibmMRnPQuuefLnEyzNlUwHXQaltEiLcpwd\nDTr6tAOt5MRrD9HomcbamKbc4aDU6iA02Uh40k+pIGParAh/34zUe+/8X47Ozk6i0Sitra0cP36c\n++67b8Vyf/RHf0SpVOLkyZN0dXUBcN999/GRj3yEb33rW/zmb/7mmtbLX8zwyPhZfqEUppCLsJRJ\nMKfraM4qml1Dp4KGBaM4ymA2RE/eQ3MJmivQ0pQnuDWPq3ENYoZ7gAG4oG7hlZP7mDl1H0TGoVIA\nzQt8EXPqdRH4q5vc5E0ud7Sf+tSnOHDgwLpqdwVFhfNhiGeI5f2UU88wrcg0xDI40lkWyxoFdQaz\nI185OVlTfJk9xyY4NDPLzFyOi4axRruPble7UQC+8Y1v8MwzzwDra3frghvYAjxhDnjTFyGZbWP8\nwoeYVh4gsTiDqs1w+yGym1c713SU1lenCHhCZIspThehkIHyB0R1llMQfgsykwZ5+SKtcppBuYFe\nyYEstfKK9FHmuz9KNR4BTbmJg17n7XUlbFboa4N9O8mkY0xNe7DbHfCRDoyPDLD0apBK0lGzgy6j\n4yVHG0vouTSziwqlBSvJcgOmg57CDMXZhNqtGhkzSZqbLbkQvzB/nmHnRULpyDULZ+FSD6GljxOe\nu59oKkRFD3Pr8JdNoF2nHfZ7yVs8XJyxcWoeCmmoKrA43cr5Vw8xZx8hFYkC0Tv/PtkO7h7wbUdd\nSFP6Tho6Q3TuKdHzS3DuTBXl1SLFWTdS4x9iZBTqVrsbaAAGsVa72Xny+zwT+T6NpWnS8SVixRsP\n6ujtXeS+j79OoWuOf/3Oh5ie+RC6HsFcAb8TB30z9RM+oBdPq8HwUwpDH01xZq6F7Nx+1FNxUMYh\nq5qSFMGrQIcBQxbw28AuQ7oKKQX8O8D/cxAb9FGwbSWj7mRqeitT09tQT1WglMeezOFJ5HDls5BI\nwck0yOYfRtd1Du45iN3mIl9IYBj/zqmxNool33V1riebWwGrE7x94N/B8EN5PvzhE/TGw9hfPYIx\npxOKQigNjmgex2ialDVHOVsikuPK/FvGtUjg6I84YB3FGpOxZiz0BooMtOZwb5VYfrCR+D4/r78y\nRCrWQqlgw5zUvdt5FARrgXDQ6wybzUZra+sHlnvllVd47rnnrjjnAE8++SQjIyP80z/905o/jCRN\nx1ao4k4WSegOQtZ2kopEJe1ArdpwOCvYnRUapDx9vkn8jjItSYOWInhk8FihwQFuGewSFHXzWimT\np4Q5NLNJ4JTM4WjJMNeTDfO0HTSbl4GhHL1WjdxJnVzSQC1beD+xy60YB3qBmSuvrKd2V9B0SGQh\nkaWAiwJBIvjNkVchhRkyGGWlh6mjRcbRIhPwVAlEYvhCC9iiUDXA6QJ3AyQbVBzFAsQykK+sMlvV\n7WpnpgyoUqZUAAAgAElEQVS72kbvinZriF2u0OIO0xKwM+QN0ewsEy22sDjdykS6ByJJ0FezIrW5\ntLPIOsHGIi2NBfpL87TPTOIsLVLEDLy8FTbM/MfWMlgXQI2ATV/Gpy0TdEJvIzh8Qfoa+ul07yMm\n5ylQvYm7VOft9WpkG1jdyC4vAadEwJ6kU0vjyCoULHaSaisJ1whhm42yVHu3atOrtBei7ErECSRD\nFJNFEhkPxUuOqrkxU2JTaVcrkgwOL9hb8KizdC6cp1saI5O69PalK5dzcWGmjfFqH0RzZr6TW1Kv\n2smYq71OGlsNAruXaCtFUM8XWJizUAo2UdreRDg/zORcB6G8HzNHyZ18pR0sbqx2H802iWZLiq5k\nAttMglKhTPaBIMlDLWTHA5TOlVHnrZfq+EED/vqxO7vLoLFFJegvMxgPMXj2BIoaYx5zuuvS4uQV\n3JYsnY4shjPPFmsXW9lKPliiGJQpq3aUuEE1Y7D6I9g2Qz9h5tcI2A2Cziw9/hJbvFG6PDHCHRIW\nR5uZW2hsBpbLkM1ANEoh5yShbsWLE0UqYpdUUjSQwk3FWkJxFllytbNo7yZc7SXkGGDWPohmqYCU\nAy0LxUvXsg9zMmMlbc1nazTm5cYj0erH5kACmxusDXh8BQKNKVyuFGjLGHqCIfsSg65FeuxTOKQM\nUrVAowrtJcyz4WVQGyyUnE5SrmakeBkSZex6jg53jj7bNGrRnPveosMuC/gdDpYbcsT8RcK9nZzc\n5SLrcqDGVfSscNA3I8JB34QsLi4Si8U4dOjQDe8dPnyY733ve2v+nRm7nzc7HiGx42NYOuLQtkRB\ns5CItpFNNdLSsUSwfYlh+yRdTNAXXcT7po7vTZ34Mpw/Bw1u6LNDsxUWFJirgLKCD2nFdAQCMnTI\n0CBDSDMvdQJ4DzLdWVp3nOHJZ7yMKSXGJkvkbmvVKoe5Ot3C1Q9yWD/tViYJjGGuEJUvXTlWWrWV\nLBDYZ6ftSSf+jIvUe1ZmpiCVM4M4W9qgbwAMW4nj8ShMz0EsdWfnPa3IymH3cLe1uzP8SppHlt7k\nyfHv0rY8QYstxelSC6OzSxAOQSJzT2vntKvcN7LAE/suYl9conAyixK6vc9eTlXmt4DbBS4XzJVg\nrmiumEzlwKIUsGXe4ZAtzVQxwHTFQxJHjbWtk/Zq84J3AIc3yO7kGe4/8gNGqmMMSGFUi52Z94K8\nuTjI0kSJ4nKRWlfanGqFrUuLfHRsAXV+gUQhTYLrjwe63cmjOtGuViwWaGqBlhGShBiPuKkUIX7J\nJ7Vw6cTuZAb55CTM+GAxDtW1SEy4EdrZMUOfOxkKRLhv+Md0FMaxNs6iOe1E79vD/BMPEZ5qIffj\nKkzMUHOoxmVsPmgYxO30ckg9wyOZ/8BaGaOqRknIQWbtj5BxPcg5m0RWurwS90HnJdeX3TW2ptnz\n5Ci7Dum0/Wic6Gtlqpmb/4rcPMz8B9h8ebonTvCLRprZ3T3MPdHDYsZH/Ec66VEVMxfELfYB1cRG\n9hMy5gSClxFflCc7T9DXEKF0bJnMjIIxsBf6VXPIYgEqJVicRS/kuJAOUK3+En4tglOZwSIVKOsD\nlBnEOTaPU52jEIAlS4CYXiK5PIeeKkBUNZPooPC+nmVWn9y2vmwO2Womom0coGfnNIcOztHvnkd7\n+wL6O6/hf/sihcUZZgtZLFMKdqDJCrttIG0D4yHIDTlZsHSxIHUi/TiM9OMFmtQS3b3g80N4DkLz\nUClCNQ7SuIq3lEM6b9DarBF83kf6goP8j0uUT9VLgmbBahAO+iYkEokA0NFx45mNHR0dLC8vU61W\nsdlsa/adWZuXo80HOTpwiN49s/TtmUI1bMxdGCIeaadvZAplZJpelxM/y3RNLuOI6ziO6kxnJcaS\nEm4L2J0GVpvBbFlitCxds5fwMg7DvLpkQDZolgxCqspYVTVPlQBs+/IE9k/ywBM6xfEAMy4/uds6\nFit36b/uG95ZL+1WJnXpugUS5iDVKePfYaP/OSv+8xbSxyTmFsxu3AoEglZ6t9lI5Qwa3kvA+XnM\ngdta7zvK3fSdu6tdrZixGV4ly6Hoe/zK2LvYkgYWKxT0Eo3hGBRDmNqth4O+MndNO0kCWcbuktk3\nFOfTD59jeSzPe3MwG3p/RXLFj9okJJuEw7AQMCy022S8PmjwQianE5J1UhWNbFmHQgk7J9jDCXTL\nHmK2wyw7ezBUw8zstSrqo73KDhe25g4a/W3sinyXj53/Z3q8SXxtNuYsPSRPtXDkP7uBOLWHwsrY\nqxr9kVkeOnOUpfkySnGlZEu3q2F9aFczFguWYCPyli7y0WamLjhRYu+/bbOA2wLOQg7rxAzotU4C\nrcTd106SbFhtfqzWboabxnms43VasuNEvCnm3XaSu7cz8cmfY/mdAuWzEzCxBqHtDi9SUx8NDT72\nxL/H8+l/IGFkmLDBaedujloOcUJ/Ac04i8ZZ4HbyyNSL3ZmRJr5Anp2HL/DYz4dJxcLE3yqjZs23\nbbJ5gqwsm/ksdRXyC+blokAXZzjEGU4PP473Y61Yos2UzkukRy9PAimsbV+xkf2EjM1qx2ZtYGsg\nxrNdP6VPnmR0TGZ0yQdPx6GjAtKl/A5KGWIhjNgCMxxihieAJKjvYY5tDgL3weRpmDyJ+Wy8PLGx\nwAfHa62G+rA5WTaw2HQsditSYwCaBundHufhj2TY5z6DejGNmkiztAxLpyBtAV2ScTVYaLbI9MoS\n9n7QP2yQOOwhY+1Cl7diz6rYTyXwVyp099lobpPJl1VCsSpaFapJMDIa7rkibk+V1l9RaH3eRqLd\nQXXCRvmUhdUf0SnYaISDvgkplcwZVofjxgGJ0+m8UmZNH0alMlycB90gO7vMwrEEumEhH1fQsguk\nRxPMtySQbDaSDPBWwo911Iul7GWhxc1Cmxu7qjGeyOHPV1ho9xBu9VK1ytd+jwFWxbwasyrHkgrB\nbBq/do5OzlFAIQ3kcZGimwK7iaCh3PZ+4csD5xuTgK2bdrXiccFQJ9JgKz7lHN3/coLm2QtIc0lU\nzB2pPgkS7OZfjAOcpZsZvJid48qz8HfGzZ2OutNuRfxAB2WlRGhxluOGRGfVoF3GzGZYyGJGNhRZ\n+46sDrTzeKC9A9qdoIbh+AmkWbCk3z9ndqUOQXLLOPd7cB5oYFkbYDo7QqXYilMFh26gNS2iBxaR\no1GsJ6JYJt+feHJvdRPY30rW2kZpNEfp9GqPLKqP9trRFOHAwTh7Rir0vn2E0nKRUesQMdd+phxb\nOGPzAzFqTyTlBvwoSpXw7AVOSDLlJTOCtHZLrA/tasXmUOgZnqH7iSKd587RGE+bEgNIEByEni2g\nF+HUJGs73t8A7Xz+LHv2H2PvgWN0uMYpvTZHbjlLS0nBP+AgNF9E+7skylQVbWFtzoC0tSm4PpTG\n21sh+3aBibcMbAMWmvfb6O02GE9E0f73GfT3Ihi3HSZbL3bXDHQixVNYf7SIPRbG8k4aChoBD7QG\nwNcEkh9ohOgMLE2bK5KXf0Uas/25z4Y58A9vY8/uYHlmF2F6MQ0uz9r2FRvRT8iAHZdD4sC2WQ5s\nO8FIeZJMMs2E1cXyoVak9k4oO+CtBZjJQ+Lq8YWBuTXvFOYqdgZzFXz+0nsRLh8Tu34OYn3YXLCj\nxLYDKQaGilgnE1gmj9N2fBZJGWfelkU7U0HHTPewdQCUNiepQCNZWyOnTwc4fiaANqFj/GuFwgkb\nUUs7McnFwQUbB0YkLOUe3qoeILvQQav7BDv2jtKQqJCNgVExz/nwouE/PcmA/j0ySwMUZ7vIMIw5\ntllGJIzbPAgHfRPicpnnnVYqN4ZXlcvla8qsGeUKzMzBQoScTaNkUzEATY2haxbSVpWcVSUq2TjJ\nADZ1KxR6kMrdVIPNKHubkYoV7KNLWFJZqh1tKAfbMVw3PjClvHlZ5stYK3lalud51pD5OJNkUCgD\ncVyE6WaB3SwSQyHG7YWbXTb5Gx36ddOuVrxu2N2P9MgOfEfG6Hr5OP7FGSr5MhrQLMEWCV5lN//C\nf2PC8JJnAphjfWZLb/64qDvtVqQR2EqlYjC/cIRjMdjbDP4mwKmAJYPZid2j2nm8MDQMg22wdAKO\n25CXQL7KQbdw4yq6xSXjvd9D46+3MV89zE/CH+NCZAdyHCzLOtv2nWD7/hMEz53Glq5gvdpBH3HT\n9GIbOWcbyYpeg4NeH+21s2mRjx4c5+MfmiS6XCByosgJ6xBvu55n3LmLvH0COA81p2x0AW1UKxbC\nFwMcX5RxVEGv3Ik11od2tWK3V+nbcpH7n7yAyzaBfuL9/dYSEByCbU9BJQm+AmvsoN997Robczz4\nyAS//OsTLP5Hnrl/yZONKfR26bQM2Dg6V0R9exklY2AU1sZBt7dX8D2SxncgTy6dZ+KITu8WK90v\nOFG8Bt6Xo6jfOQ2FqnndFvVid0FgB1IsjvW1N7G/Fcaa15AKGv422NoDXf3AAOhdcPYnkI7c6KDn\ngL4zIXbMxrBqcDa3B/MotAJmsre1dHg2op+wAA6cDp37d83ymeeOUDiV4uL3yyRsjVQP9cAz25D+\n0Qn/uADhEpRXctCXMf/mCqYmc5jOefXStRZbT25GfdhcsLPMg08v8fhjIezfLuEYLZE6XiQyVmRO\nqkBexwB29sLWh0Hf5WR2oJVJRw/H/raft88OUJiownwWzV5FlazospUtu+307ZZYKvXws/PPcnpp\nP5/utfDhbWMUpyss5CBXNHcf+NAJnLpA/2iIePlBFvO9wNClGn5A1KagrhAO+ibkcmj75VD3q4lE\nIjQ1Nd3GTOH3uTHJxi5g98rFdd100ssV80ivK2+Ys+oql4OXZMzBphPTvHTIKRAtQqUKBdXMbJau\nwkIBnNeZoIG5+FvCPPpluBm1UyKxECC9IGOzQ2cDqA4L8xcaCP9bgPTZPGrhupX4azgDnL3078sz\nraM3lFo37WrE7qgS6EzTtCNMy9gStuQyRjKPjplARBl0UR5ykbY4iCQUErEC5MrcWabZqwlh7pO/\nzM3vW2/arYTUKmMZtGJpMKhelMnNQLkNtBagbEBGhVS9ancnujUCAQJVF33pEMPR87REZohEFXIZ\ns1lfDm+XgEYb+OygNzvIdXnI9zYS8XZzcayLc8U2ZuMQTeTNvj5t4HAHsEi7MWYVtmTCdEjmeknO\ngMBykuGJMRpai4R7ZOw/56V4UaM4o6MVLz9Jrh/g1lF77WiE7gDSIFhzZ3CcjODLgBYAh6aSKZZY\nKuSheGeZcr0tJVoH4rQHVJovpinP6Hi90NQNFlnlXDwLycsr9Lca6NaRdneIVa/SWYiyJxlBzYWJ\nVfPkeX8iKVoe5N3MAOO5DuJKcA2+cWO1s1pVfP4cHd0xcnYFllWMgoEjAJ5hA3tSwYjnMPIWat1C\ncfnYusBghaaBMi0jcdpyGVqPF2lcuIiiqoSXPSQm2onYO4lO2SGy8oki11KHdhe0QUcDmlygEIFs\ntIKzGfo7AbeHCT3A+YQHrDZ0xcZ8o4PZxx00RFP0LoRojCdJK5BWIJ+vkC5UcLrm2e8/gdQmcTGt\nMpNpRTMKmFFXtUyabGQfawccuJtkmgZ1evpzBJrSKLNJmC/iToHV4mBxqp25E8MsTbpQoynIVbjx\nWaes8Np67NG/mo22OYnL7cnXV8U/qNKzpYpXySCNxjDm86jFPNacTmMOZI+d3FAT2QE/F31OshkH\nlQseorlG5u1NnF/wE1KclIpWM4PyJXuSJR21U8JZkpAVBxmlmVltgFPOw3QGk1jj5ylbL+LUlpEr\nUJQhVSwhl0rYtRwW8yC8S3W9PP1+tXaX+aDcEoK7jXDQNyGdnZ20tLRw7NixG947evQo+/btu427\nPAPcuId97ahyJVw4aoOS3cxinqlAVYX5GGQcYFlh16uG+bzta4ODw6jtXlI/dTAXlxjwwkAnOJ0y\no8esLL3nQFmwomZvlThpN9c+ZL8GNHF9Btz60c7EZS/SF5xhZCBCa9Msmq1MmUvyNFrJPhIg8vOt\nZN6oov54HKZdkFuDs+av0APsve61P2Gl8Pl6024l5D4N23Nl7F061n+rmsfQ+oBuzMWQG+e77oC1\n1u5OdGsFttGWT/LhmZ/wSPRtKIa5WCySr0L+unFlsxMGfVDd7mLuw52kt/dw4UQf5/6+j2jaQ7IU\ngkrEHHspEkuTHZTe3IarUGLf4gm2WCCkQ9GA4PkQLYUynSP9eA/uxvrEDpa+o6AkK2jFy4mBrnfQ\n66i9DrfC49uoONwkz58g+iPw6DAQhK58CndyAvIqlO6s3TX3ZNn3bIJt29PYvrOIdUEj2A4j+6HJ\nqvDeaBKSl/NO38o5qyPt7hBrVaNtIc7O0fOkptIUckWKXHYrZCaW9jBz+pOEih7CqQhmf3MnbKx2\nxqUpMgMZCQkLEhaXgdQFbAVmFLAWMQfataxGWgA3kuyhY0+K7Z8sMqAu0nNikabTi+QW4mSVKrPn\n/cwWBgnJ3UQXbifrOGy0divSDTwMVStk3oL4MvT3wMBuOJdu4rXprUzM98B0A3g8qB8KUP3FAHsj\n4xz+yQ8ZGk1yPmMeFZYACgZ4PYs8PPAa+wPT/OvUYUK5+9C0ZcyV9Foc9I3sY11AAG+HxranY2w/\nnMT6TpGx7+sEQtCcgIrs5NhrbRw5PUg6nEUpZDGf2WsTwXFnbLTNXT51wUNwV5EtnyjQZ1fRjxeY\n/9cUhFWkokEjZuq6YJOTuUd7SX1yC6feaiLyZoDMWxaK7goFWWU5bEEp5zBXqa5r3zlMEzMABQr2\nBt5xPUiooYc+xw/ok79Di7ZMrgzzVcipUNZvFXl1vXZgDoC+uYrfL1hvhIO+SXnhhRf427/9WxYW\nFq4ctfajH/2ICxcu8IUvfGGDawfmA6ZgXlluzC2zfOlaEQdgx+WX8NuctDaB3ZVmWdLxN/rw9zdR\ntPaTP9tAbqKE2VmsJgh0O3DymlfqSTuvu0JTY4mODoURSWdLQkUuzGFoFQwPOAMylmEnyf5WEh3D\nLOKkEo3B0lomSboZA8AYsdj72ZrqSbtb4WouEdgXo2O4gmfUTCqTaggw3RZgLttLznX9uaprzQZp\nJ/lA6qKhWqIvMct23mDWgDnDXPdRAYvVPKqvoQFsVh9lWyN5VyuJpk4igU6mYp2c/lkbxXQZc7h6\neQApkaOBHH1EPE3kgh1oI53oiTwkcriXlvEsLdNQyFPe1kilvROlsYGErYmKVAYjzQcP9jauvfrb\nNJr2VegsKBhvaUSPyjTt8sJuL0rEjb6cguXwB9/oppjRRj77MlsCi+xvnSXtWSItaxg+H5XeJkq2\nHtQZC+YG7MtTdLdLfT/rVsRqA4cLqcGJJalhH41hCxWQcqaL6QK8BiSSQY5ObSWqOCBb4M4d9Ou5\n+9oZSFccdRnQDHP+J13VcDszDLeGaPLYwVpGkSSW1SZS1QC3yuzvsJdwO4q4JAVnqYBTqbK1LcmW\n9gS9C/N0XThP47shUn5w9sFUwc3EuRamyx983OvNqQO7awZ2gGaD4nnIWCRyLU3ktzcRutjPsfFh\nji50AR6w+nDvacbd2MyAXMDT76EzCZFL+VbzmEMYtyvNlvY03o4Eo8lBZNkLWpm1HUrfpX6i0YXk\nb8Y9XKC9t0B/cxh7PkP5nE4+5cOiN7FsDLMw3sbMeAOmArVGCtwN7rLNWazQ4IOGVgIdYQY6lujM\nJJFnsiy/UcIhmUcKV+xeCrYmVH8byZZBYh0DjKtBzs02k5rWMQfCl5PcXY44uLw67wTs5G1tRJ0d\nlAwnQUuCQX2aahHmUi1Y8378qh2HAdkqoIIjAK4miQZFx7pchnyRtU9oKFhvhINeh/zlX/4l6XSa\nhQVzU92//du/EQqZ5yD9zu/8Dl6vl9/93d/l5Zdf5vHHH+fzn/88uVyOr33ta+zdu5fPfOYzG1j7\ntaAJaKdzKc/9b73JjvEpjOmzGNUK4017Ob71URbtw4xFbZhnhmZ4v9M4yvtHloG5L/TyUTT3Yzr/\nj2CG96i89NJL/OAHP6gr7Qa7Uzx+aJaR7iSEDPhfOsqZGEq2grvPQutjNowtPk4mexn9f/Yye0Yn\nl1K584fv7Wi3Dxjjc5/7HF/60pc2ld0FpGV2SQUG5TQeaQEJg7POXbzb+BizRjMz9hK1h+TVsXaX\nzqMqAZEqTGuQNq5dh3U0QNc26NsG52ZH+NnsYcITAZZVheTbOgtndZRyGvNTVw/QDGAJMEh0Fzj+\n+DCVfhnrT89gef0MRslM31hNZHH/5Cw9C3kS4w9jLT4M1iqo/xuMJeq1ve60nuNR5zF6tRA26wWW\nbDYubtlK6am9nBrzE4vY73DvcxvQhzN8kebvTdB5fB7pbJZSRWdG3cqJ8qOEtD7G1CrmX/Dqdr75\nn3Ur0uCFjn6qQQcL1WlOnLaiJc3gIAvvH/XnKSxhWToNmhfKq91buTm0yydg9ggsL6p0yXP86oEq\nmscCPpWotYU3Mo/y0+xhbuWgtwTnGeyYpF8O0T2XpGt+GSVTRHmlSCWaIT6ToeIG/0HofhAWz0PD\n25g5vlZkc2iHlSuRvZIVVMnOCfdB3mh6nMmEk7CtiDnZVQJdp3qyQlFLU2pZQHMXkA6ApIIUAvlS\nk5OsIDUAPgMcCuYiRIXbnzSrn35CGnEhf6gZuVmFqTjykQk6ppJ02zRmXCO8Xn6Mc+oQU8hAmA/e\nXrOe1KHNue0w0gpbR3Dri7T+xyTBpXFKF5JoQJsFui0Qbhzi7aZHmfENsXyqyHK0QPxshdJyCvNZ\nfv2YQ8Y0Xu//z957Bsd133e/n3PO9oLdRe8AQYC9i2qWrBJZtqQojssT5VESe57cm/vi5jrJZHwn\nyUyiTCZjZ+L4eZdxch8/44mvb2InboplW5KLbMkSJRJsIIjegcVisQXb66n3xQEIkgBJgHXBB9+Z\nM+DunrN7zpf/9v3/GtCKITQz1+HkvSd91OcyPJA/zcGF8yTHIbkIttg4zozp/mcASFB9RKLlCYli\nTMH7ThwGQpgbLNsCfSthW6BXGPL5PH/5l39JOr1a3/T73/8+r776KgCf+cxn8Hq9vPLKK8TjcWKx\nGH/0R3906dza2tqKzcq7MQggBBCELprjF3kqeoIP8xOGgRFg1N9Db8+nmLfvgAungXOXXSsDv+DK\nAW/lSjBdyezAL1mJt/mHf/iHS2dWBncCXS0pPv7EKA9UzzD2HzD5PXNa0gF3m42mFxyUu/2E/qmD\nN/+fg+h6DFMk3UoM0Ua5M8MqgsHg1mp3gkA1KfYbcfbrYbJGiKxoMGg/wAfe/0pMdYD1NKvPuxlU\nOHdmDiCKBoQ1mLzKQ1oQwOGGpl0C+54W+NUvdvPqxAsMjVTByBhmnKTO1a6Dq4gCUeLNPs5+ZCeR\nh3ayM12i++QIelE2c+LHs7jeHsL19gTT1t1YrK0g5sF4DdMqs4LK6q/7pCF+236aWiVCnwT9Vi8T\nO3cz/tRzhG0a0fdDXJuXG0EAoR5B2I9jQaFmXqaRIEVMR/ZzWg/vlD7JlLpjuXTR5fGV98NYdw24\nvdDehdpcx8LA+/QNWHAtD21ewCOYCTLdhShS/iJmMrDNoHK5MwwBTZMwDFNwF5ZgZgkcAypHn5zj\n15+cw70DaIQR2x4S4Wd5d/HYstV9fdR2GRzcP82DUozDZwY5eHqI86fh3M8gubQcKdwAzUcF9r4s\nMPxzEfcE1xDolcvd1RAsOoJTR7JqSBYDTbDQ5zrKyZrfI+3LYFh7MROZlUAvofSnUfqhdDyE9vEC\nRrf5sSiAsSLQrYAbdJ+B4ZBBWBHoG0kUV1nzhLjLgfUTfizFJHw1ivifIzT44JAPJrVufqV8kpNq\nB3AaM0P7vUKFtjmX1RTov9aD+91fUf/6OLXBEWJAUTAF+gEbhANdnGz/OL+0HUQYPA0/OI1glIAi\n4nLqJIHLpbOEYEgYhhczGeEBgu1u3v9QgEejJ/lo/y84mD3H/CIE8xAxzBl4xTleFKH6kETXyzaS\nExqemQQMLHBnqtNs405iW6BXGOLxOJlMhs7OTrq6unj77bf5l3/5Fz772c+uOdfhcPC1r30Nw1jt\ndD6f727e7u2HYNBwKE7joVHaclMULqSZmTKnvxZgNgKOs5jeP2tihguYg7gfCGAGGf8ma2O8wFQt\nGl/4whfYsWMHcK+5EzHtQnWo80UKvxwk44LshDnwOjH9CvLBNj54/Tiz9XsYvujDMDaSOGoj2Ax3\n8MUvfpHOzs5Lryu33QlQ0wDVjViNGap+OUfjuTmaImmEPRAup+g7OQ1JLyxeuwbt9bF1ufP7oboO\nLDUBhpcOceLnh3lvrJVELotpodh41vXyvIPE63U4x2wcXqhi726RwiIsxiC/bp6plXKAldZfLYDH\nPKam4U2r+d87C0ZZJ386Q8weJjUtIYduIQmSYNB8aJ7mQzpduWHKF2LMzYK1CnZXwRxxXONDoOQh\nGrvq4q081l0fdn8J7/4o1XsL+HJJxFH90t6jUuMgdagG8UAN6f4m1Av2m9gfqUzuMnkfJwc/hPH6\nQzQOXqC+eJ4aS4y4bsaUhmfB8j5YR4AqWLQk8WR+xaMZ/boCveViEHfvJDlhltlgAmUO5mehXAKv\nFeqd4HG6mR07xPn/OETvsJdw7FrhUpXJ3XroYZzDxhztRhg3I1gElf2eARobv8fUopVRe5bIOtep\nUSichJwf5Cmu0DQ5t5vZ9mqE3c3ELtrRxTgmHxtJ2ldZ80SHNEePNUGrOkutGDKTO+xevp3ZJegb\ngsUcZv3ye4kKbnPLxm5RAqtgzhwr6YoFC4h2cLUWqH0oyo7WeQKxKIFYkupCiupCCru6PH8ImPzb\ngJgEIYlSpIp4ZpilbBM9/VF6vhmhJTtDajjK+YKZZzllmHZxGdMZPgD4dIn4wCF+8N2jDEbrmQu6\nWOt9tY2tgG2BXmFobm5mcXGR+vp6zp49y4MPPnjNcy0WCy+//PJdvLs7D0GAxsNxDv1ukubwFIVc\nhjS3FkQAACAASURBVOkp00bSBtQtgv0s5ii4cPXVXuD/BtzLH/7P6/ySCGg8//zzHDt27PY/yKYh\nYrq77kOZX6KQ8pKRIJM1BXoN0AEMzrXxwRsf46TtATJL4xjGOObAe6sCfTPcwXPPPVchvN0AggDV\njdBzGJumUvXLAo2lOXz1Cr690B9O4vhgBpJ+KGy2BNgKti53AT/s6oait5oTM0/ynbO/R7owQ7ow\njSmgNx5vWA6aAt1R7cXd4mP/XpGI0yz/sr5ArwfxK6BHqKz+asFcDDbBRACyNnOHMAJ6SSd3Okt8\nLEy65EJN33zWf0EwaDk8zwO/G6QlPEU5F2duHroD0N0Kw9klXGND5iBQunojYCuPddeHw1+idn+U\npkcTVI0mEa2rY5taYyf1dDOll3pI/6sfde5mBHplcpfO+zg5uJshdvPJqW9zoDRHlTWGppiL8cUZ\nSEYAKxgSyEICt/oOH9L6rrvstlnL2G1FcpSZKZdZLEG5bAr0puWEkB6nm3Ojj/Cd0d8jnF4inRjF\nzDVxNSqTu/Ww2xjlt/QxOvV5Jo00QUFln/citY1JequbSdlbiOBfc50aMaeCnAXkPGsE+kx7G6Xd\nncRq7ehijHWTeq2Lypon2sVZnrLGaFbnyYgh9BWB/hxwegnmhpY3re91du8KbXMCl8LHRAkslwt0\nAQTpMoH+cISuY252KFG6lBQ74zPsjM/gKy0bBSQu7QkzKECvQHJAYjRoZyxjY1e/wq45GVUrEUoX\nGS+Aqq9WT9Iwa7W0AG2axA8HD/HD+MtMlqxkFscwQxS2xflWw7ZArzBYrVbq6zeenEXXdfL5PF6v\n9w7e1V2A1QZeH1RV4RamqVuYwLcwiZFLkZTs5KvaWfB1MCt2UYjnoDwHmfRVXyJhDuIbR3595XDX\nIQk6Hb4wHX6ZPaVJ1HSGcNG0YaoCKB1OlA4XuaKPxXkLoQUVVAVzZ/l2DLyb407XdbLZbOW3O8Gg\nqrmM94EM1ZE02lyWbLSArweqHgbHB0Wk8TgkdG4+/nzrcKdz5VIyLrvRcj6W1HYuxn1MRJbTxJJn\nvUzC1/3uooRctFPOOrFUW6lyQ8ZpWhJWflcUDdraZ3is61cEc06C0zLxxY3/xt3pryv/n9VkM25C\nsoToB3sXNHsF3HMqylwJRb616VMA6j1RDjRFqdbmSTtTFGwgtIPnAXBOyEjRDKTXyxC/dce6G6HK\nmma3N82emjySO4hFULBjWog02UUs2kV84lHmY0XK8maT5kGlcqeWIbFgkNB0hpL1nMkfpspRx1SN\njbBHpLpqiRpfHCGeRZ3NIyVkaomzgzjFdheFdjeaZ60rbyruZzG8AzWlUy3PEVCClz4TqwXsBwWs\njRYyQyLTw5AuGtcxCFcmd+shi5eg0IokiGSYRdRz1CaW2DVZJBxx4dIOQGAn1INQZ9BumaXdMsu+\npQWEuTzx5RxttZijYQEQ0irSSAHJKCDGnAiOFtAKoKRBv9H8UVnzhDeUpvWDaRrlBbTFDGkdcgmI\nTIMqydQfydBSWyId8ZOLeaCUhmIKjLsdh16hba6swkIG+hdxKGn8e1SqfVBYAG0JihoEZcjE43jG\n+mmSItQSxMc8zlQYSzKOUC4gYop53QmGC4wFIGkWbHApplXcljKbWAFIG+ae5EpZVE89eFvALnlJ\nhlqJhjsYSPQwkXcQ1WUor1fKdBtbAdsCfQujUChQVVVFoVAgEAjw8ssv86UvfQm3e3ODWUXA4YSW\nTujYiSW+iOs7UzjiE8izaXJWN6MtjzC380UW4lbiwSSk5kG+2dhPWFmBPPnkkxXBnVVSeKC5jxd3\nLeKNBymNLTBbXI4aEgXyh31Ef6ORpZCD8o+CENFAT3GvdkWfeOIJSqVSRXB3PQiiQW1bhK5HFBpm\nJsgPZpjLgrsbGp8Q0GIyxrkcZgzb7aqBfn3cK+4MzGn68qccS1WzMNFDUNrJbKaIGW+YYrPifA2W\nFbmhg37Zel8QNfYfvMCjL2YYWGjkJz+qI764ERfEu9lfRcz24GVJdTBaFBE7wfe0yO7DIudfF7DE\nuZWy58swqFUT7CmN4ylHmNJyZOxg7AT9aTAcYExwi0nooNLGuhuhmgRHjFk+ZMwTMiKEUHBhFgvM\nLbkZeruHDyafIDk7STE1yWbCMDaPu8idWoLEHBTTDMkiudLj2KqtZLp8qD1WDnX3UdtzHuvZGfQf\nh7AlZBqAdiB6wM/ii60U29feV+bcbkbePUJhSGVv5sdXCHS9QaD8mBVhHyh6GGPkLGgaGLeD03vb\n7saEXXxP+DCtwiItwg9p0UI4p8v439HwRBxYS93Q8iA8BOJxlUPOMC+4Rqm7MIn2RprIkrkp1I6Z\n4UUB7PN5at4Iop8S8MaPIniOgRGC3NgGBPrmcKfnCctwEWcxiVNLYZmR0Uqw1A9TSyAfgo6nDAqG\ni4mTXeTOtEN8FOQCqLc4N9xR3MU2V1BgOAbxCVx7otQ+XqYxCeV3QI2bFYUHNYhfDGNPvE9dwIWN\nHAXyhOQ86bKMXVu2ugugWsyDDLAEchoyBXOaiWKW+VNZTZMnLh91XbDjGSjYanj7rSd4L/wMQVUj\na0yb/Vi72pC1ja2CbYG+RdHc3Myf/dmfcezYMXRd58033+Sf/umf6O/v5+2330ZcyT6xRSA5LTja\n3TiPBfD2qthOh3BkwthdoNVXEant5FTNIxRzYSj3Qf5WilZ7MOOX+vi7v/s7xsbG7h13FgncdiQv\ntNWf55HadynKGfqtkJDA7gSfF4rtfqZ3dTIv+Mi7UqDdsjq4SbgA+Ju/+Rs6Ozsrvt0JGDRURzjY\nPU9Am0T3pAlbrbhqfVi7fcTq/cg2jZu3nm8G94Y7h7eAs24Jv57AHi1hXNZ0wgUPJwutTNKMuQQd\nv+nfER0akq+MLVBEdShkslAogKKael0HEA0C1Unau3RSoorb48R0zrse7kV/FQCRsiiQtgqUAwJV\n3eA9IuDvsyFZXZgiXmHz1gkRM4mGBXtKoWo2gisSw5oD1SqSaXYTPuQiEfYju281uVEFjXU3gs0O\nNjtOMUFjYp4dMxcoJg0WdR2XAHUCWApWsoN+RgaaMV2w7+QS5i5zpymQi0EuRpBmgnSB0ACeapz1\nNqo7VFp3p7FFFEpuGSfmNpoGlAINZHe0kd+11toaiR9i2v8URYdMU+EiBmC3mocQcBJrqEZprCfh\nVtH1aUxf51vFvW93C4VGFmLHabVGeaJwlm4NpKCK3qtiKcl48hDwWqAerF0GOz0ZjrtncOQWmG2B\nRNCCUPQhFauQxAweMYMzU8Z9voxutVLdVqJ5p4NExEY+KKLctupjd2eeMOYV1PkcKvlLm7eZWdBm\nQa6RaXgmSzmQpTClkPVIiKKO5C5R1nTyuhsVCZugYBUUZN2GrNkxyqJpVbh8eeJcfiTVMPfSSgam\n2/ztnnPvcpsrqzCfgHkNuSFHttpB2llDzmMhJ4qUPTJylQx6kerJCWo1DdECogXKkkRelBAFOzYM\nLIaOXtLRyzpy2QxB0S5zVEizmrMeTIu7tUrCXiVh32nH0u0kZ3QyUnWQX/AgaEOgDbMq57exFbEt\n0LcovvjFL17x+qWXXqKnp4e/+qu/4rvf/S4vvfTSPbqzm4PLnWNHzxg7PhylOTGOOFDEboWm3aA3\nKYynIkiDwxDLQr5w4y+8Lp7BzDDXx0c/+lH+4i/+4t5x53fDgXb07mqW4tOMj9ggAoUsON3Qugsa\newR6C7X0fmcXY0EfsVmVe+ey9BDQx0c+8hGOHTtW8e1OwKBFCfNgIYi9uMCCliSm+fgg9zhvRT/M\nQFYhqW40C++t4t5w17onyK4n07SWZqh7J4zlzOpnEtcr0LQ52NtK+B6PU7szTX40w9CoTi4CpYI5\n0VgAQRMZ6D/M+996nMmkj9nZMjeOc7/b/VXFNGOEqQmk2dOosDtgUD0LellAmvAjlDswmVvCdIDd\nDOxAIxi1xIamGPyuDX8OkrNQEBwMWPYyaDvAOauPhOi8xWepoLHuRqiph5Z28k4Hc6eGGD5vEO03\n0IrgsEC1HSShiLM8A/JpYJE7Gx97L7nLAiHIpmHCiZKTmBmPo55wIs22os67sZLnImZ+kszFAOlv\nBpBr1iZ3iwRdpMYt2DMyRtn0pKmrhrZ6SAoNnP3Vwwz17mXwgo4s3y6PrApodzNl+Ekam5iierJE\nkw7FBAwZkFSnaMu/ipA9g3ACpJCOx9bHtC1NnQG1jeB6yk/f+OOcH3ucA84POOh+D5cSIZuBlL1A\nx9E+PvmRb9N/SuRCXiF627TQ3ZknUphFasusFuBaCZgrjy0hfHeIgDPB3olRGqO1OI8UcB0pMOdo\nZ1BpI2n4abBGqJNiLBaaWSy0UJ51mAnWL/f62bN8pDGL7oyXMLPnB7m9ZdvudptbLtGHzsCkm2+9\nsRev0kNmNkDJ4aL1wUVaHg/TWIrQMB+lKp9FCIDgh5TbTdLtQ7NKOJBxlGWcM0WcMwVi8wbBeUhd\nx/AtukU8j7rxP+ZhUe7g/LmdTAU7GRyTMGvBx7g7Rodt3ElsC/T7CH/6p3/KK6+8ws9//vPKWnht\nAG53nu6eJR55oog2MIHuKmC3QucR8OxUOfHWItLgEOQFMG5VoK/FPePO54YjXeiP72TpRyeZeM+K\nYwkKBniboX0P7Htc4IN3auh9fRdTUQe6HuXK/dR7i0pudysC/Xj+PEYpQVk1mNZ20pt9nN7oH6Jm\n+9C1M6yfEOnO425w17I7yCOfTNKcDSHPh5EvE+git1egVz8fo+Yhg/z/SDP0Ix0xBYqxKtANTWLw\n4mFOjP0ucQ10+Sw3Y7W/s7xpmEvWRWqq0+zuVtnlB2HWIDEM0oQf5A5MM1GBzQt0B9CEYfQQHTzD\n0LCdWsxwgFKjgxlpH7O2X2fBUmRJWOR2W0Eqtr/W1sPug+RLEsGTfvyTOopuJkNyOKHaCRaxgEuf\nWRboBnc7xOfucZcFcst/BNQJmBF0ZgUHGC2gNwOrcajGgABD6/dkXXRhCBINgKGCIUBtAPZ1QV+x\ngXPvPcYPgo+j62Po+hibSQy5Gdz1djcjw1waG2mq9TJNBoQSMJGEIpO0GdO0CgJCGMQPQERnGh3h\nCBz9GGhHfLxmPM5/zP1fVPlsvBAYwl2KcF6GJWeR9qN9PPLbIexCJ7PndhCdXZtw7nbhTnCXxsyH\nrmBu1Eosl9wDGFtCnEgQEEao1UWsLonAzkYCn2nkdG0L0VIrJb2NFodAjz0LiVYSicOUe6vM4fPy\nJdph4GOYoj1qwPhK3vEQd7qu+p1tczrmgxYYnHAzMrUX8GPo7bj8AT784CDNvz9IfcbCvr48zUtZ\nM9NxKwRr3czV1iM7rDgp4snlqT1pUHuyxLhVI5W+vkCX3CKeh93U/x81DL15gNfe+jCDH9Sh6fNA\nP/dibNzG7ce2QL+P4HA4qKmpIZFIbODsNzEXipfjAHDw9t/YdWEF7DjyBdom5zny3hSJqQWWimWW\njBZ+kd5PLt7D+ZwPWVWXE5Rs1tp5ERi46r0rLS93nzsP4KNWtXIgc469kXepzfSCUqBsmNOWbLcS\nb6piep+P+JCTspBB12RuQ/DrBhEEhq56b63FqjLbnR2oAb0KbTiI8p8SVRmDrhIU3GUmpxZQf3AB\n/cI8ZO+EFe52c3fzvPnnMux4Z47G0gKRUJalG16xEdgwM537oc4GdVZq3CmOnptg//Q01r4JpJKC\ntrxGcAC1AngFGNNExJIVzTBAW09U3Ov+urrCFOoLiAdVihaID0BkRqbFOszv7P0xg542BnwNLLg6\nr/nLFkGh3r5InSNCrRCnxljCUzKQ4tOIS/X4Fs9QFckglFbEloCBiCJYUZGvWz5rfdxr7m4BVSK0\niBh5EXVCQFZXR3q500L2mI2Mw035nBXO3wmPl0rjbrnzGAYYK0vuFUl+FS7FkKxFR/c0uw8t0WaP\nEbg4CoMCQ679TNbuZzzbw4TFharOYtpUb5bXSuOO5fjbECm3xtmm46g1tQTCAwTCA9iUAlk0ygYI\nhsmofb8bxwEPS1U+fhb3E5vuoH9aQin3E2srMPFwM750nvSJJITzePtzNH4PfGd3Yc3tAqnarEhh\nJDd+j/dwjrXs9uI80IpTFdEHMhiTl+UdMEDQDIRl53dd0SheSCP+u4DN3Ue3olFNNU2WMH5LlK7C\nLI78eUrTTpjkysoKg+YfVxL8C1DlKmLZO4O0d4bR6QCDw3XEEzcTI145bc4wBFRNwPS+SlEuy8ye\nlzn5LTehYgt9QQv+fItZuj0ACY+fhMeHapWwoeAT8xx3Wjh+sIiaK6NP6VwusF3LR6algdD+bhK7\nWpk0wP1tg5GzPmILeVQNzBiCjfThG3O3jXuPbYF+HyGXyxGPx6mrq9vA2c8BTXf6ljYAG+DFmVdp\nHV3iiHuAqfEyeqHMkNBGf+IFRu2PkchNUTamMMXpZhcRB1k7yIaBr156dfe58wKt1Mtpnkn8ghcX\n3mMuk2BOz1PEHJplu5VIYw2l3a3EGhwo1jSr9SzvBtpYW2v0St6gUtudA2gBfQfqUD/FBRv1Tuiy\nAe4SvZOzMHgaMiXI3ImkN7ebu5vnzT+VofNnQerVRQpB+TYJ9GU3baETGjyw300N5zl28pc8FnmL\nhaUsC2Xlkn3ELkCjCG0i9BpgXSnJuu4m/73uryuWkTLU5eGARq4Ms+chOCfT2j3I0e553t7xDKmO\nvSzUPHDNb7JKBVp8fRzwRdkjxtltjNKUiGMdtWIZsTLXl2Iuk6awvDYyoySFawuxG+Jec3cL8AIt\nYGRAc5vbJCvNQ+60kn3OTdrnoZyzwvk7cQNbmLvrYEf3FM//5jzdVSGiWpjIoMBF5yFGq18mLFWx\nZA8CE5i205sV6JXIXRYok/BU07vrIaZ3f4wnz36TpxLTaEqBEqupMAVRwH7Ei/93GpgJt9P7w50M\nnmokkTMwyqdZ6sgw+pFWaqIK2RkVaSKL+1yR+rhMVcyJNb0bLLWgqqBtRqDfuznWtrcKz0vtuMsi\npfIc8uTaxIArBeR0xSB3Nkdxpowk5eg2xlGwYhfK2AQZh+agSXOgF0RTI14+pV4AJqFOgR1paHXr\n2B8q4PhUkf/8xR6iMfdNCvRKbHMlII5Slpg9UyI+5eK83oKjWItFU017lBUUyYJisWIIAgI6Nf4C\n1t8s0vPxCPKSiv7+lZOjC6gDym2NxF54goFjDyD/NIr8jSjZBZHMUprViugbwY2528a9x7ZA34Io\nl8soioLH47ni/b/9278F4Pnnn78Xt3VTcNUbeFp0GgIKNiVH/mwSWwEaOmHGIhHPOxidcpoZ07Tb\nUS5i/fjtu82dp17B35qnsyZOgzGDd2QYaxR0BewB8DaC0GMnJjcyfGE3MyEnJVnj7lnP14PKeu6P\nldjuLC4DV6tOVZOKENKJzkNVo0CgR8QTELH1FWAkCsbdSpJ177izZWS883k8egHbbUp4bXer1LRk\nqW6JormX0ASJtvgI/qlJbPPzSMuWKbcETgvY7R7S7hbSjnbCmXrkdHy5TOCNwlXuRX9dWZZqLOTr\nOR09TrslRKkmhGtPFH9VkjolSUt2jM7UMEvi1VaXVbjFIvvUcY7IM+wS5+lmkepUDCWtI+cN4jJY\n9FUpbsgG5SmN7LsKhSEVLXMrboqVMdZtFE2eEE2N0OIYp9YZA8z8Ug6gqNcxpO0irLYS1u+cK/Eq\nthZ3a2ARoaEK6r1YWxO41RC+pXFKRZkikFdrmCz1EC1ZQV3AXNzfLlQKd2aVaFl3EiuLpItVNLu7\naep4jIA4id0Tps6eQ8WKKtnJt7SSLuxgJNLCUKiJ8QUvptpME0kLXFhoYodSoqE5TON+kHIqS4Mq\nruol9u+fQSsVCM9mid9K/tq7OE9kSm7mUw0UdSclez1GbZJWLUSLOo9VV8EAWYOcCgUNtLiKGlcR\nKeK7KiTMDlRd64eWzKMa8/A5wJEHewJqPS00HdGIuwVyIYNi9GafplLanA6UMLSVfI8rwV3rb0BY\n/QKuFgmb38VS3sXihMmDfNW0mGpqJt/YzFzPAYKWdhYWfRSnixQGCxj5lcCE7VJq9xu2BXoF4itf\n+QqpVIpQyMy08dprrxEMmqVR/viP/5hEIsHRo0d5+eWX2bNnDwBvvvkmb7zxBi+88AIf//jH79m9\nbxaBbpkdz2fpDGTInyhz9iTU74aWo9BeSOMZHYNpN2SToG8kXqkXcxdzJW5zlNV47Ycxt3b/B9AF\nwL//+7/zyiuv3HXu6ncl2fdCjh5PmOL7CfrOQCoJsmI+/84nodziYCTYzFun9hOZLFJMF7izg/BG\nuPsmYPJ24sSJim139hqZpqcitD8jY30jxuwbCmKDRPtjNvKtDuScZTVU67bg/uFuI6iqyXPwqTGO\nPDtE8WSK4qk0gdl5yqkpJnVzWather+3e6Dgr+NEw69xsvojTE9pZEozoOaAH2PyVJn9dXB6P8Wf\nPcHhzhke3fkmhw9FKZ6HUB+oo5N0e17FaX/vmtc7RZX91gT7bQnqxBROMhTKOospg8UUpBJQusza\npOcNcicVYtECmUUZOXy9/r41xrqNYp97gGcb3qXaEiTtnKSEGURRC0wvdnLq1McYde5kPriIWfjq\nVnB/cbcGDiscbIHHe8gUssy+expXsIx1SqcBAW8GLPOsFvjeFLYYd7k8jE6hLiUYrW8gd/T3ONx+\nnoc736KlZooMPlK6n6HR3Qz+5x7mJt1EZ1fyUJjeauGLHuSCA6Etx+4WJ/s6IXESLpwEW8coz370\ne7SVmnnrRz7i4evVLa+ceWJh2IladuBwt6Hl63HvlGgsvs7+QhyPkgMVMmWYyUOweKly5k2jgBl1\nnsyDtRcsUcjvFWj7iETpsMjM6zrF6LUm5C3W5jYIV4tE83MOOo6JiGMW5v5VRZ7UKIZWx31DEJja\nd5Dgrz1L2NJAdFAh9+NJ1KkChlziSl+jbdxP2BboFYQzZ87w9a9/na9+9asol9Xs+P73v8+rr74K\nwGc+8xn8fj9PPPEEX//61ykUzNnV7/fzyiuv8Nd//df35N43BUEwa7w4rFR1lOk4lKLFHUU7lWd6\nFqz73NTtcmGJOxD7lyA4sYEvXcDMXnmWK0XsMGbgD5iuZA6gAxgD4Mtf/vI94S5Qm6LnQJp26wLy\nu0kmLntEi8+Os9uN7G9i4f1mzvygBTMr552KP98Md43ALF/+8peBym13dm+ZpqMR9nwyhjMUJfKO\ngq1awnnAidzjonzKdpuyo91/3F0PDpuC26HQ2ZzjyIEoTz0WIzUaIhleQAkWUTAZWUGVC9rrYLHe\ny0zdPn7sfxpifSD1YXL0Ole26eHlQ2CVt92YgY1mf5UkiaNHj/K1r33tjj/vTKiFmewRsqVGuneM\nYDtwgfCojdmwlVTGwG2bpMMyec3r7bpBbVHBU5TRDYOkKFKwOFl0qSw6FZS8sRw7aEIvGRSHZJJD\neUrLVvz1sQC8RSVztzGslJyz0qoP8LB6Eq+6yKChMw9USdBigfFkLRf7D3Be2gULBjcv0LfWPHGz\nEGwCrh4nzmf8WD5wkvgpxPpUWlzQ0CjhFRSkSB7yNihsNGRqi3JXLMF8GD0aJ+g9SrDxKPbdEgf3\nTWBtzgC1yEod8wMdnHung/icgTnfru6cLU3bWZquou7hGpQjDdgP1JOZyzNZLrCjao7D+8LUlDoY\n+eA4p6nF7LeX81p588TSrI2lWRsEmqFzP4HGaj6UncYhnsS7XFyjLEpogo2c1YImmClD7HoJt5HH\nqsrIiunVvxGUlg9KII6Yh9ag0nW4gFgskr4gsYC0zpX3y1i3CsElIbgteHaItBzS2XGgjPWMTOQn\nKnpSp4xZG90qgWQTWGpp59yBx4gu2jFGLsIvb8lNYxtbBNsCvYLwpS99iffff58//MM/5NChQywu\nLvKP//iP5HI5Tp06xb59+wAIhUKcOHGClpYW/uRP/oRsNsuXv/xlfvjDH/LKK6/c46fYAGwW6GmF\nXa1I7mGcb4/iywzivRjFawjMpg9xbvYRRlM1TOU36tZ+AjPhyoNAA6YNrxdzUP8DzAgeMHfFg5gu\nR2k+97nP8c1vfvOucyeOpbF+ZwqrFEIfSV2xDJ8K7mD4pw+x6Ozh4pgbczGa585lPN0Md+bC+M//\n/M/x+/0V2+7slGkmxj7SlFikiEwZOyn8FKmlgMtMZ3zLuP+4ux56WhI8smeeI50xuiJ5dvxbjrkz\nGfIZdf3czw3AMcCXh9A09J2GSNgs9MoJTOfIo6zP3Up99F/DtJhcyd3zzz9Pb28vFssdnMbkGGQH\nCE8l+cnP/MwMfYjUbCvJQBulLhtyB6g1177cUpS52D9Pdf88lpKMYEBVdYEdj4TpPr5I/KRG7KRG\nOb5iAdExhUEKU7xea/W7BbjbEBxAK9DK0kCY8W+dx1/QSU8YiBJ4AlAfAL+0hC0+bLabzE37wbLV\n5ombhVMscdh5nqOBC1R5LmK3LGKpBu/DUH8cvCMRLMP9EPFAYaMx01ucO02DoLl9ODcT4Se9NfR5\n91DARU53M3VWpJBJslpw7HKYxcjmRR+vS88wZT2CTTqJnZNYxjQc/wkORUKaqgM6gcTysTJnV+I8\noQMKlJIQGaOUd3FKBrV8CKdWBA0KziqiHW3E65vQLaBbYb88yKOFD2hMTRFagPBNaMWVuuv15Si1\n6X58pQTT5Ragfp2z75exbhW2gz7sj9RQV5Okc2KI7rOjcHYOtaRcsoc7bdASgMYAzC2msL82i7Hk\ngdnbFKe2jYpH5bTYbfD5z3+eb33rW1cMJC+99BIHDx7k7//+7/nGN74BmDXQi8UifX19tLS0APDg\ngw/y7LPP8vWvf50/+IM/uCf3v2HYrdDTAs8cwzIWwfF2iKrRAWoVjQAC51KHeX3u95jN2VDyfZgJ\nbG6ER4FPs5JmycR+4J+B94BPLr/3LmaM1yeBf+P3f//3+cQnPnHXuRPH0lhnprEyjyprV4ib3vZx\nOQAAIABJREFUybkdnAm/yJSwD0UZxNxhv5NlMzbDnSkYXnrpJY4dO1ax7c5OmSbC7GWWBaIsIFPG\nR4oA2RWBfltw/3F3PfQ0J/jU48M8XjuH5YyB+IZBPmYQzlxjE21FoDsKMDMNfWfMUBVNY0twJ0dB\nWSI8pfPTuQC/sH8Ivf4YRv0DGEc8GI+w4lW5PpJ5RO0s4ug5syC8Abuql/idJwWe+W9JsMmkR/TL\nBLrBqkC3c+0+vwW42xCcmNbWB0gM9DE+aqfWMJAVsEng8UNdO/gSCWzBYUgWNhjqdC1srXniZuEQ\nShx2jvFSYJSCZ4lpaxqhBrxPCNR/Brz/EkE62w/RarO+34awxbnTdAiGYSHCnKQRFqsRBT/GclJG\nVRHQ5JXNiqs5KQFl5oU2IpZDnLQ4OC6WOc5ZLGMKjoiOw5CwpGsxBbqB2YdX2mol9tfl1P/FJJTT\nlESBXgPOG4eWs7eD4WhE7ziOfuwQOMBwQG3hNRqSc+wNTlGWb16gG0BdOcrh9BLecooTsp31BXol\ncndrsB304fmdduqSZTr+31m6XztBTFGJK9qlLVmnFTpq4ECbwemFNPbzc5D1gbLZsp7b2KrYFugV\nhEceeWTNe93d3ezfv5/h4eFL733/+9/nxRdfvCTOAZ555hl27drFt7/97YoaiK6EA/DiUN3siQXZ\nMxakfqaXmngIwabgOQD1PSKOXIpSdI5izAWZjQ5Greu8V425M315QpNhYBeXJ+24J9ypOqgqwjoW\nMlW0UrB4KQg1oDVz4/IX+eVDZjVZykpyEhfms1qXzxVAsoFkpalzgY5dMwRqDMzosFUYCLz/Iz+a\ntkig3mB+LIC5UdDBihsZVG67s6RVqnqzNLoi5M7liOQ0lrK1zM0cI6rvIrgkY6yxktwMNtPu2oGp\nS+/cVe4Ms1qTblxpk9VrfBjNO8F/6NJ7uyIj7ImMYM2nSGhweZ6y+niITH+KCY+COAYsQLgARXV9\nW+94xE/wXC0hazPjwSpQLndT3Arc6WDoaCpoqgiyBNYsCLMwvpwcbvo6l+fKMJ0BRcIU3JASvYQc\nLUx4dWL2CLK4yKU+LljA2QCO/SCXoRQHdb0g4a3A3QbgEaDLAl021GkL5SkBObucos8jEesOMPZ4\ngNBYI4W0FeK3WqN7i80TNwmhpOO8kMf37SXsQxlSEYVEOcDF2T30n97D2RkP2bwT9M1UBLkPuNPM\nzUEzeGSl+vfluN5mhYEWLaJ9EKWckAi4M+z+LzrOGdM5KGKVqXokyZ66RZaGsyRGdLRLU0wl91cd\ndB1DBxkBGdvqRwUdgktgnbyUgTzaKDPc1olRnSIWjsDFKCImk7YWC469dpRqPzPBLqbnd9DTPMau\n1lGsmRTJEYNccPXrJUPHpuvYdAXxmhtFlczdJmC1Q1UteGtpSifZ/c4pupZGcI3Pks6XKWG2Phvm\ntqUg+bno3MOAbw9no3VkSwKUcqyXRHAb9ye2BfoWQCQS4cCBAwAsLCwQjUY5fvz4mvMeeugh3njj\njbt9e5uAE2jCqbh4aP5dXuI9SokgwWwMoxrcT0D9bxh43ohgeb0fZv2m1emWkGd1Vza7/Lp5zVkV\nxZ1NhCorSB5IN4N8o24axXSLy7BqcbNibojUYZoxly3GggRWD9i8tB04ydOf6GfnvrUKQ0Pk5Js5\natsCNHfB/JjIKpdXxtxWFHfLsCQ1vO/lqJtYYnFBRcrqxDL1DE08xEz2GOnIKIYxyp3zSliv3dVx\n+eIB7hJ3y+YKw1gbGak3VGMc3wtdD11678C5Wf6LPIFbnmLMgNnLDJa+UJH5XIGUBaSceRQ1KOrr\nC/TJYC0T2X0EhVaiqY2W0qkg7q6GrkImBKUUpETTucd+nfNV3cyKVF5dVJVwME8rFwgAgxgkuSTQ\nJRu426D6AchGQStfQ6BfCxXM3XrwYXr9Pi9g/AS0BGhZs8kqNgsLuxrIfbSbKU8d2WH31Y9xG7EF\n54nrQCgaSL0KttkiYkbGH9GJ26o5c/EpzmufIjY0Qyo/jfmct4r7i7vrIpyFX05jnSrT9FSEQy/o\npH4Bs3GYd5bwfSTC4QdnGP6PMpmZywX6tVDh/TVXgPFJWAib4d4ixJ7Mc/7hHaQ9FsS+c0hEsbBc\nMLfThv83qsjv7iD27rN88O5z1D/6Kq2PxXHNpdFkyAVv15xb4dxdDZsT6jqhfT+tkdd4+Lu/oCE1\nRDmaJMaqacUBBIC8WMMpx9Oc9X6KqGOOpBjEfM7tbO3/q2BboFc4/vVf/5VQKMQXvvAFAMLL/kRN\nTWvrNTY1NZFIJFAUBavVuubzewezpm+VVabBFafLqbNHHqF59hwFOYdiQMHhJCk2MqA1Es7XUU5m\n4VpusxtGP6ZofXr59UoGUM+aMyuJO5eRpMEYRjWsYOQwY66uDXddFHdDFMNZpCwaqALYDbAbAsVY\niUKkjFJYcekWwfAAXtq0IC1KiCY5tOY733ozRzpa4jde8lOyFqg+YCExAILkwrjKw7SSuMPhBLcH\n3SJSitvILhQpKWb5ukLZxWKymaDYAYVbzQJ9PVyr3a11q78b3KWqfUz3dJBXrGTKaYRE9tJnLqNA\ngxZBUWcvVd5u1+dpMRZwG2EKXLmFoeagkDOXQis+Giu4FNFvFbA0WrE02sglA4wvNjCd20gdWqg0\n7tbCADlnHjnMvbFNQsVCDi8xXDjw4EC65Lxpcq0vu3HrbG4DqdK5WwvBoWNtL2N9IIttuAQOHQvm\nIlUyLCTzDUzF9zOZcZBVNsvHRrE154n1IFZZsDTYsPsklIiV5KCGXdFwG+BwWojNeekr1cNiHEq3\nY/l3/3C3IeTLkFfRSjKJIzXM2B+iIIVZ0heRlTxeJUiT4iREI6KlESQZ9BwY6yV33QL9VVEgmTaP\nZSQXqhhJ7CAv+GlW5mm87HRDNzBUA9Ew8AdU2rtk/NUqFsHAWKcSmmyxkHPYyOFCkTbTHrcAd1fB\n4jTwdqp4jpdpOhujbngCd2yWEmZQkxXThKU6a4h5GlkM7GdQ6OZcoh7ycTNE45o5SbZxP2JboFcw\nRkZG+NznPsdjjz3GZz/7WQCKRTOzqN2+1mzjcDgunVNZE6AIWGjxJHi2bZBHqkNYIrOMRMp4BWhx\nQ5Zazpx7mjMLv8bEaIpUOsWtufLEMTNEt2Nm+YTVwW1ts68k7qrlSfZnXqVDeA9kmRvx0LGvwI6n\nC+itdqJWP3nJQa2WpE5LsfCunbm3XGTmlp/JEEC1gWGlcXCRcmmWcHXqiu8LZzT++adZdtZaOFiC\nyaYlun5TIzEAkl1cY9CrJO7wB6BzJyV7hoW5AQbmIaaBfNeqkFyv3a3NUHs3uJvb2cavPlpPczGI\nkO9Hml4V6HWRSQ6ceZWO8fcvuSlWR8dZSCawKJDT1961gCmTLOs+EUhuEfcjVbg/6qfqfADrz2ww\nvpE7rTzu7hwMxGUBfvmaVddkjNw8qGfNmovKRhMCbU3uLJKKx5WmKrCAx5XGIqnLflbgKFgI9TZy\nNrmfUEQlE4pyo83KzWPrzhPrwdpix/tsLb69kPuZn5GfiTTLpkNwrVLElZiBUi/kl0Ap3ujrboD7\ni7uNwUxvlis6OTn8KEuvf4yOwXfpSP+UKjWK8OYEhQslLLNNIB4CexLKk6ZryBXYmv0VIBuuYub9\nncieDI6ZXhox79wAjBkF+YdZbP0zHK3+Gcd3jmGJTJIYWqI4Z5CZvnIiLthdRH0+YvZqCnbnBu9g\na3LndBfYsXeS7o/FaShOkhsuIMdMcS5iinMPMFfTw0jXs0x69xJakuBiL6SWoHyr/XUbWw3bAr1C\nEYlE+PVf/3UCgQDf+c53EATTPuV0moNYubzWd6pUKl1xTuXABoKTWmeEh+r6+WjDefrS0JeHFo+N\nxoCdsq2N4dGH+c4HnwDlHCjnMbOg3gxymLVEncBvsWrbW2nua3ch7zZ3khWsNrAKIC2XNFmBX53H\nr85v+LsOtsKhR8DYE2DG3kbSUkW7GqRNDTKe0Bk8vRqpJQCXqjdNgDoBSQlEO4g2SBgWvpLVsAOf\nlq3k+0u4HijT/KgIfweiTVtTN7eS2p3kd2PtaUJye0nkvExMgy6ZnsM2UUdSZCiVN14bZlO4Ubtb\nm9zqbnAXqmvm5IE6OnN1dL0foZWxS02gOhGkKhG8QnALXGkYvtYkYcd0axSs5kmKYaGsOpAdbly7\narE8U4ekVSOctl3jGy5HZXJ3pyBclvTx8vSPhqFgFBehOIRpR94Iti53VlGmxhanxSVRY4tjFWWc\nAjRI4DEkykMBhi92kCSLaTG7nQK98ueJzcJRI1F33E7T4xa0WSuz7wg4bNBoF/AJZeylBUgPcMlf\nGevyXwHzeTc6Lt5/3G0cOsWyjf7xvfTnjvFktkyNeBFveRH7mQXsah5P4AkC/npESaSUCqFpIqs9\nfev2V4B81E3+TAOG00tXwovdvxyJUwYlrJIPq/jq8hx+Kszh7g8YHISBt2Fp0Xx6YTkNjsUORYeb\neaGBeb2enLGRZ9uK3Jl9zWGTaW2c4cjePMYHUxTthUuF/CwCOB0CAbvASGMbFzufYNCyC0LnYLzv\nHt33Nu41tgV6BSKTyfDcc8+RyWR47733aGxcdSJacW0Pr5M6MxwOU11dvcFdwjdZuwA8ABy86fu+\nJiy1YG0jq0pMzvfTl4CFCKgajNd0M7b/QRYd+xi46IHFXtBDYNzsbmEZ+Lflv7+PuSd5ERhgddHw\nLle7Qt1t7qo6ofMgdEow1w/50Q1fugaxIRj6Dhj1JZKWGEUxg6ZnSOoG8T4oxLlkHbVg/vvyfKjO\nWqg5ClKPyP/5HyJFReC3/tvjXFhMMzQco/zP/RSNMTAM5MzayaKS2l1DzSI7D5yk3Z+gMTiHAjRU\nQ0M9qJ4MA8FJmPLAQswMyr5tuLrdTWO2OVhtd+fXXLVx7m6et+xgFQvfaiOgKPgmPOySIK5D3Lj5\nwn12oFGEBhGkdpA6YbrUxpm5BxnL78bRq+DUVGbGJBKLN3q2yuXuTsHMHG0Ko8v744pU2ji2NndV\nWpZjuTBPxXMUcsMU1AwWN7jrwOfRcMTSCLEQaAprS1/dCrbGPLFZ1CdjPHZhhiNKAnlyiLJcxui2\noD5oQ3G60E9bzVLcuDGfuWr5sGImCg1x41Hh/uRuU9BkyATB0EnvKjP79EHUvBWxdxL7VJKH9p3i\ngeMGF6cC9J5xMB+qwrSVZriz/RXuOHeFHERDOBoytB1Jc6QDFs/B4lkoL3vClwsQHAVNhcg05JdT\nHUiA3QX1B6H+AEx4azj1070Mh5uYH79f5wkH4EFMlrC+M4+zMIR6JoKSKK16TzkFrA+6cD7oxJ6X\nERfGYaEM0VspKXk9rPTXy3GjZMTbuNvYFugVhnK5zIsvvsjExARvvfUWu3fvvuLz5uZm6urqOHPm\nzJpre3t7OXLkyAZ/6TlMR8K7AGstOPeSVQ0mQ37ciinOVRXGa3ro3/dpZj27KYWHQellczv5l0PF\n3F1NAJ8FapffP8jqIPvfMZOmPQZ89dKVd5s7Xyd0Pgc7LJDOw8ItCvTkFCCV0IQoBiJJNCQMtBKo\npVVbiZ1Vob6CQA20fwj+8AcGsbzGb3zvf0c/vo9a4EgswMSZ/Uyd3g3D7aDXcbVnQyW1u4aaRR48\nOMrOukVKvbPIAtTWwMFuyOczVE1OwaL1Nrh3Xo712l0tV07s/x3T0fTKcIKNc3fzvGUHfOQn22lF\nxq942SWaIjCl3bzkcQjQKMAeC9g6wPohSKfbmJdf4O2hZxB65xDPzaGUk8ilNNee/CubuzuFywX6\nii0TNivQtz53VWqWB3IX+O3YBfpzZS5oMhY3uFqhqkHHQQYhuQCayO0T6Ftnntgs6hMxHrtwgY9G\nxxicLDMoy9BjR/m0E8XnQi9aLhPo9cv314xpkTQwk41eT6Dfv9xtCpoM6SBkw2SetDH3qYNoBS/V\nyTwNoQUO7O9l/8f7+fH7x5mbeoL5UBNmlZU73V/hjnNXyEF5HkdV0hTon4aL/x8kxq8U6POjsDgF\nqmIeK0YCtwvaj8DeT8HkiVpOvbGXvtFG5GKC1Vjyq7GVxzoHUIOQzGB9J4nj1AVKJRW1tLrGFVwi\ntoeduP63APb3ZaRvjMPF9B3y9IMr++sKwlzeX7dx77Et0CsIuq7z0ksvcerUKV577TUeeuihdc/7\n9Kc/zTe+8Q1CodClUmtvvfUWY2NjfP7zn7+bt3wd2DEHy2q6hTLd0gma9SFq1AUKWCjvaaTc3UCy\nup14QiU1G4doGrhZ4WQA38W0APxXoOUa5+0FLgCrA/a94C4Y9/Gri11M1QWI77CQ/m0JER0Rbc0C\nXcCgVo9Ta8RRwzLJiStznGll87DVi3h7LFhbHaTwkcS3LAJATjrJzwQohdxIyhKivMTKQsydNXjj\nfwYZCef4zT9+klSii/zPzesKSZWl/5+9Nw+S46zv/1/dc19736uVVtJqdV8rW5YtWwZjfGNz2PA1\nCocrSaVIURQmxAmVpEgRIEAIPwKBX77wS2ITQ0JsDMaXwJIty0a2Dlv36th7tbPn7Ozc93T//uiZ\n3Znd2d3Z2WtG6ldVW1b3Z57ufut5nk9/nvO8g1CrDky7wfNa2rPlT75TBlzbnB4aL9ppGujBPuRi\nQIDR+krabqykZ3AVvgEtBH3k3nc8mbnku/TRB0ulnRR2I4V7GDaHeLd8C5ryOFJZP0JpP7pBD1Kb\nn/hwpkWMpidQbKGruR5Xcx0xXZDoUJCzg3V0uSX8sWEIuSEeYmJt2kzkv3aLgYCMnigmImiJIiKj\nRWlAi5OYNjBrKoWunfK5Loa0mPoilJxyY74KmpCy05xoBU2JjGAKg+BFUWUhymxh+Ym5oo3HsAQD\nFPs8mCIgyiAZROLFWuKrLMh76hDdzTSNOmkaPYfFcIV4VSV+g4Wu9lE626LEpl3y5NrWbm7Iysqj\nUhTPVStX36nBLEVY47eyziJjGg7gPBbA3S0TFSuhqAZ8P1BGBxZkeU1BDkPMjdcd4+ylZl5604Au\n0kndzk4oCxDvg/AoeMLgDkOJDspMEK8y415VhqvBxjmzQOd7Asdba7DbNfjdEa4tPyGgBOZG6oUI\nTeJlGoV+aoO9RP1B4ihvZTZAmQ3MVVrGRqv4w1tNnDtbiWtQAyG1R/t6Rw3Q84j9+/fz29/+FpvN\nxkMPPYTVaqWpqYlHHnmEmpoa9u/fD4DD4cDv97NixYrxuemyLGMwGPjsZz+7jG+QihFlz+xNbBVe\n5aPi7ymVW7ELAwwY9fh3r8X90RvwtFURfX0IzjvA6ZnH/X4FXEb5kPufxJ9lwCaUIXjJfZ4DKBO+\nfw7Arl27AJZcuyvd5Xj9Bqo2xCm73UTpowZ0RNETScxPnUBEYk3sHBtiPvzHIsR/k3kRclODhqr7\nzZj3lRJmDQOsSez1Cs7LlXQeWI/dW43ga0WIXQRJcQCD/Yfxxr2Ioo7n/p83QPMOGmMZ+vItIJYg\nafcqvQX+IZKT5Xft2oUgCHmS7wSUHqBibP0DrHjTQaOpD19XiH5R5GpDPfZbdnC5owLnWWPiHRZq\nePtc8p3SGr702g0DQQatRRxqvIFLG/awddNRtm1+G+PxbmLBwTkH6J6yIq7evgPXg7cwdsjB2CEH\nI50mBjwjEH0X5BBKr3mU6UfDFIJ2C4+IhJ4wFgIovcLKyuVmlLDVSDYBeqFrpwGMEDRClw7eQRmx\nGgBsyiUsMuijICQbbRdie6HC8hMLgYxAHA3xMivyrSvRNmxnx4UDfPjCH6gtGSW008JgaTEvP1eN\nvbeGWHS6z8LrT7ts8LaaiY5VUG3wURUyssUGfW1wvhs6JRu+eAPEfwjSGQq3vKYSBbw4x0y88eYN\ntLXfwT3rX+Tem0coqw8QOQJup1Kc3TJUGmC9DQIbi2j94Fp6163k5Bsivc+JDAyWMOIMA2NMvxhu\nIdZ1AsoolTLWim08pDvBRuESQ9ExhiSlqVECbGZYWwslVVpebK/jpUvb6B0xMjqYtFC5nlED9Dzi\n0KFDAHi9XgRBwOl0cuzYMY4dO4YgCOMBusViwWg00tzczOXLl9FqtezcuZPPfe5zy77CZxKtASyV\nApYKWBkYZI3/NKbIFdwSSJpivLYVDNTswtkZJzLggM757u+Y3Ms7GWgEmZhTBxOVuB4l2xcBTkwm\nE7t27Vpy7RxjFhxjFoo0WhpbTKwwG9ETmSZAj1MRG6M6NorfYGZAA/0Z0gyIBtBbsZhLGWAFdhqI\nJ4q4w1hFt7aRXqEWhADKYiuJIaNxJdqXpISDjAWI+QLEfMmF6lKnWWiAOHq9Hp1Ol0f5TgPo0Adk\nSgZ9VNrcVFlgtFmkp7SUnshqOoM2XLEgE3lkIZhLvlsu7fyAHy/gFRuwa+rQGuyUmK6iLRXx15Yj\nNDqp0Tqo1DkIjUHQCaIWTKUg2rQ4ohU4ohWE0RIHvPX19JfeiN24h1F/D6O9PYTtfpSPpGz37S4E\n7RYebSiK7aqHqlMOYn0e4uE4stVIrLIYv7mCiKMU2SHO0mFc6NopA/tlQUtM1BDRaomJErIgIRkh\nXikQXSEitcsgxli4ES+F5ScWgohLxtsWI2AOYYp4qDM7aFrRz3ZtJ6VmDwPVVbg0erS65Frc03H9\naZcN4WGJ8HCMUZMRR9kqRixbGBhw0Dc2gtwQYOWGYbouH0183RRqeU1FWWI0GDTQ2V1C79VVrLKs\nZFtzHfFyA5EmIwG9gCR7sOBGihThChfh1NRhN66mS1PLhWGR1rMisZAwnt70FGBdJ4pQbIOiGiyx\nLuqCA6wIdeAT0pshogYrnooKwlV1dF1cw/mL1bjCyYUEF3LNDZVCRA3Q84jf/va33HDDDWi1E/8s\n7e3tbN26lUceeSTNVqfTcebMmaV+xKwxlQVYu6+NpjuGKXqrjc43/WhHwRmDeFiDs62crlebGL3i\nIej0Am7m16v5KMpcutTlz5zA/4vS0pqKCDwM/IS33nqLlpaWedx3foSHJQYPhfH3xNEQTwxxT9dB\nQGZAquSUtI2oPYyzN/NaxoY+DdaX9eguGBmjBBcSUsIdBEZduNrbwDMAkRGUTUmTzFW7OG+//fay\n6jaVKBACYxgqJEwrodECJrPAiFdPz6/M9HSb8PUsZHAOBaWdzwud7UQ9Q7R3jRE8WoSoqyFaXUlV\ng4/6otfYXvQafceg7xjoLNCwB0ybTPS5buK46w68khVJgAg2fO0r8V5ZQfCim9iYffb7T6GAtFtA\nDKNhql4foKm/jchFF5GxMMMN1fTcsY2ONU0Mv2Yk/pp2ltk+ha6dDMSRrBLhrVo8D5gIEUHqjiLZ\nINykJbhTT7RNg7yg39aF6Sfmg78twuCvfITe6qEifoibpHZqtl4luEViMLCeoydu4WTrRtouuolE\n3EzfUH79aZcdLqCbgaie33lupiO4maLgIYqlQzQ1XGHL7c+youkOrpxbzbE3bCm/K6TymokQYCcu\n+TjdLhOObsS22gAtKzDfq2GVeIZVmjP0/GEzR97aysDFIkYiYUaKozguCkhZT68uwLpOp4HmYti+\ngrHBSi6fMyJ7wDmpaNl19Vy03YGjrIWL5ghBMYzSEKHud66iBuh5xZ49e6aca2pqYvPmzVy8eHHK\nNUmS8Pv92Gy2KdeWDUEAUYOpLErjjZ3s+YSXmLeN3nf8yqhXIB7R4Oos46q8msDIILh6mf+Q4xUZ\nzpUBlUxsMpbKkm2MPSPhUYnhNyMMvzlz4Ng6vijKDAwkjnFSvYEncWRirtqBP7ksa94QA4LE9TFC\nNoF4vY7S1WBdoUHzrIGrL5mw9ydb2BeSAtIu4IeAn9hV6AF6KIKd6+F9u1i/I8z7qgZZVfUWPp9M\n3wXQlkF5CxS9z4ZvYCenBx5hNF6ufAP1A4eBIzLKUL5cdC0g7RYQnStMxckhVp9qwydr8ck6HCvq\nGLxtB5d3bWdk0IH0lgOCM40oKnTtlAA9bpbxrjEysrcMf5sXjnqRKwQCa02IW60EjxiQNXNb135m\nCtNPZIuESFgwEBTMxLVRtIYovoE4/sEwEiMURUfZLL2HzWbDdVcRrfZ1vHry/Rx5YTdwEmUFuel6\n7q5t7XLHC3gZjq1g2HsDx6lmr2aYW3Rvsba+k627uth+Ux3/1ylyTNgJcnL4ciGV10xEgCFkeYgL\n3XChex0abQO6u7ZQf6eOe3VaNmuH6fLs4IWjd9F7RYT2S0DvHO9TgHWdTkDXaEJ7awmhixa6u7VI\nsYkddAStADqRQUsdx6z7OG+5G/TvgvAuua/DpHKtoQboBcDQ0BBbtmxJOxcIBCgqKiIQCFBaWsqj\njz7Kt7/9bSwWyzI9ZYKSMqiuRVMTwdJ6nPIfncf39iA+Z3jaGUaLix9ltdpUosB/AnDHHXfwR3/0\nR/mhXd6RSTulZff222/Po3wno/ybCnSMmfn15WbOusvgEsSLBd4+U4nHl5yfttA96NNRINoNj8F7\nl3AOxXjDaiRivZGhMzDgBl0UTh0BY7+F4x6ZoPcsSBZldLIb6ANF+z4WdouWAtEuR8Ri0DeDqUng\nnH8bx30tXLLV032sGPvZUdwnA0jhXIObQtFOAmK4nWaOv3EjschOKiOnqbr7DJpVIu1NaxllFe3Y\niKBfgue5NvyEXVPPAUMNw6V7qW5+j+a6UzhtZvorqhkIVDN0qpLhM5VcPBum5OdhBt1V2DtHULan\n6ie3qQTXhnbzxwu0o9XbqVttZ8eaGFUm8L8mM+S34L+6Gkp2QWhAOeQIhVNes0Pq9RJ7pQtXh4bT\nokRYs5KLbwt4nL0ojmM+6wxNJn+1M8ZD7HScoKXtFMV9F9D67Wk7dGi3lqDdWYbBVIzGMQQnT0Gf\nHaJqz7nKBGqAnuc8/fTT2O12vv71r4+fq6ur44knnqClpQVJkjhw4AA//vGPOXv2LIcPH0YUxRlS\nXGRKSqFpA9riMJbWtyl/5TyyL0LQF12GAP0sikN4f8o5K8r2L0bgILfffnv+aJdXTKfmBConAAAg\nAElEQVTdduA03/zmN7ly5UoeaafMU+0YszDkb8bQsUap3TTgCxjxBYMoQeRSLLxSQNoNO8HtY+yc\nzBHRyLua3UQDEA2A4AHdERCPi/jiEIqfZbynPE6io01GafRYqNJdQNrliFgEup1gvEuga3g7Lw3/\nEZe7TITfuUyku4e4T8oxQC8k7SRAxjVWzLEjzZx7dz0f+piN9R8bQtqo5ZzlRt71baMbJxGcLNwc\n9ExcO36iT7OCV4wbOVdSxKN1Wm6zXGSosRTXuvV4nVtoj27k3On1aM/Y0XTYicYDBH0jKNur5TK0\n9trRbv74gA60ujB16+zseF8MqQsGX4OhfjMB7RoouQHcpyHigPhJCqe8Zofc6yXmDOE+BKeFOJdY\nScgPQV8PSnh6ffgJQzzMjSOn+MzliwSHR7nk96cNbtRuLcH4ydUYPCVo/nsITkQhElnEbdVUChE1\nQM9jLl26xOc//3n27t3Lpz/96fHz3/jGN9LsPv7xj7Nu3Tr+9m//lmeffZaPf/zjS/2o45jLItg2\nuakp9mMYdOHr8yXWKQaTBkoMIJmgHdD4SF14c4FxAC8DK1Eq7SQfSPypVJdf/epX2bNnT15olz/M\npN0AcJq77rqLv/7rv86bfKcEijKhmIZQzJzh+lKtiFpg2kVjEI0RA1xocFE0cS2O0lPuTp5Y7GGD\nBaZdjnjCBs4N1fDi5fUcGyuj2xljtC8AfSEYyLUyLETtZOKxGB5XCI/Ly+UrBk6crifu1HAeC51u\nGdclkBZ10Mu15SciwTjO4RBxg54zliLqLE2MhYtoC1TS4bEwMCLiIQx+CfwiSr2Z3G1hrlxb2s2f\nOBAkKkXoctbwZvduqvr6sTgGKIqL6FeYoLYI2gzgc0C80MprFoTjEI4TQ2mu8GFMXljAm+R/XSdK\nEkVuD7V9/bjcfvQhJdiyJY6h4Rq6Lmyn01OB2x4Fb6ZVhVSud/K7Oe46ZmhoiPvvv5/S0lKeeeaZ\n8e3UpuPxxx9HEAQOHjy4RE+YmaJyF41bOljdcgld7ShDKAO/YoBNB2ttsKNUWfJD60xcXPCudR/w\nC5Sttx5htk2L8kW7/EDVLndU7XLn+tFu1GPm9fca+ddf3cibrxhwHbkCrZfAOZZjioWsXQi4CrzH\n5XM+fvuLFbz4wzrO/DDO8L8P4jvhRQotVuNaIes2DT4PdLUTePccx47C//f6Vv77N+s49B/FnP/v\nCCPn+4HzKKtQuFD0z2V0wjWo3QIRihg41r6Rnx66nz+03ogYKaOuGqxbgFuAOidE/x1Vu1wokHwn\noXTw94M8ClIYdCgD8jcA8XN1nP7FjZz69Q6G2yuX9tlUCga1Bz0P8Xg83HPPPXg8Ht566y1qampm\n/Y3RaKS8vByn05nlXZ5DWWgjlS3A1mnsz81wbQKTNUhF/TBj773J6mIvHgFMOijSg81kBGMRQbGB\naFiPHBmDgAfCfyDzQiDTMdOzhFH2Xw0Dj6EMe3qZlG7ABBNzZvNFu7nbLrT9ZO26gKOQ2qs6aa6x\nql2SydodYaY8B3PV7gDKENTUf4uF0m257Rdbu8XMc3O39wcvc7l3K5d7k4s+Ds0j7ULX7lTCfowh\nOwzZk/eSmTpfdTHzXKH5iWnswyEIh4g6oAuBLhom2aYNiZlb2hM3obC1W9zyHY1foGv4TrqGq7GZ\n3GywdqDTGgjpoyB1wrEvoWjzWZbfx6p+YoKFy3OSIOI2F2EvryPgHSUU8PNuJMqKymKkUhujY3V0\nnq6iN2wEDHNOf362MFt5VckP1AA9zwiHwzzwwAO0t7dz6NAh1q9fP/uPAJ/Ph8PhoLIy29Y4M8r2\nFdlynrlUAG0vt9KySWlYqCyBlVXgE6o47tlF6+g2zsdLCcUvQNQL8bdRWkPn+ywxlNZVJ/BpJlY9\ndzP1XQeAnwD5pt3cdF44+0zaVSTsU991QjdQtVPIpN3MeQ7mqt09KMumZ6vdcmkxV/ul0G5x67rF\ntZ/J9nrTbjHzHBSWn5irvapdbra52J8FbgIk2qICv/I3IfZraH3HCf/9MfDaQfsYRPPBx+ZTXTeT\nfWHVdVGjjvadazl4Rw2G9g4Cr7XybqeD9fu2cXnfVi6+WYfviB0GZJSRLHNLf362kI12KsuPGqDn\nEZIk8fGPf5xjx47x29/+lt27d0+xCYfDRKNRrFZr2vmvfe1rANx7771L8qzTIcsgS8qfkiwgyyLl\nxTIbVkFruJpj7lv41eg+oBNoZeH2fJSBZwE78H+A+gw2MZSxR+mrAueLdsvHXLRLR9VO1S53VO1y\nR9UuN1Q/kTuqdtkhk9x6rS0m0hZbCwEZ+v8TZfWd/wNSdYbfqeU1M4VX10X1Otq2ryH68TKqj9qo\nbB0i1ufi4t4t9P3ZAwzIQ/jO2WFA3VJNZXrUAD2P+NKXvsQLL7zAgw8+iMPh4Oc//3na9f379zM4\nOMjOnTt59NFH2bBhAwAHDhzglVde4b777uPBBx9cjkcfx9Mh0f2bKN4+gfdiKzBwI3YXnO6GwVgD\n7d4o0A2MsbAr8/4OuAysR1l57mzqUyX+9AH/F2XYkvIB8YUvfIGjR4/mhXbLx1y0WwPA//zP//B3\nf/d3eZPvlo/ptPMk/n8bqnbToWqXO6p2uaH6idxRtcsd1cfmTuHVdVJYwn0iyFWDC1eXDrt9Le7I\nEFeOGHFLg7j/4CHmVFdsV5kZNUDPI86cOYMgCLzwwgu88MILU67v37+fkpISPvShD3Hw4EF+9rOf\nEY/HaWpq4lvf+hZ/8Rd/sQxPnY6nI07IIREZE3h3ZAUiFZxygcEPEdmAOxpBCdCjLGyAPoSyYMiV\nxJFKcssiI0ol30XSKQ4NDeWNdsvHXLTrBuAHP/gBzc3NqnbTaicDv0H5eFC1y4yqXe6o2uWG6idy\nR9Uud1QfmzuFV9fFQzKuE0F8VyJoQzo07iZ80XO0vWEidnqAmCdG3L2YW0eqXAuoAXoe8frrr89q\nU1xczFNPPZXzPYLB5JCaCKTtzDgboazsY37lgBCuYGIRimjiIMzUhX+yT3tm+7tmsD+QYn9T4nAA\nz/Hkk0+yd+/erO662NrN3Xah7Oei3VrgOQ4dOpS1bnA9ancAZd74/LSb0M0xx+ddDi3mar9U2i1m\nnlts++lsr0ftVD+Ru72qXW62C2Wfrz42n+q66ewLsK6TIDqmHBPE8DmGlWIx3/TnZTudvfJgE3qo\nLDuyynXF008/rWwYrR4yID/99NOqdousm6pd7tqpuqnaqdot/6Fqp2qXz7qp2uWunapb7tqpLC6C\nLMsyKtcNDoeD3/3udzQ2NmIymZb7cZaNYDBId3c3d999NxUVFbP/AFU7yE03ULUDNc/NB1W73FG1\nyx1Vu9xRtcsN1cfmjprncifXfKeyeKgBuoqKioqKioqKioqKiopKHiAu9wOoqKioqKioqKioqKio\nqKioAbqKioqKioqKioqKioqKSl6gBugqKioqKioqKioqKioqKnmAGqCrqKioqKioqKioqKioqOQB\naoB+HRGJRPirv/or6uvrMZvN7Nmzh4MHD2a0feONNxBFccqh0Wh44403+OpXv8q9995LeXk5oijy\ns5/9LGM6ly5d4s4770Sv16PX6zEYDNPaP/bYYwiCMOUoKiqira1tiv2zzz7LypUr0Wg0CIKA1Wrl\nwx/+8BTbxx57LOO7bNq0Ka+1e++992hqakKr1SKKIoIg8KMf/SijbsnrqYdOp+MTn/hEwWg3k27H\njx/H7/cvinZzyXOXLl3i5ptvRq/Xo9Vq0el0NDQ0ZNR5vtpda+VV1U7VTtVu4bW73vzEcmmn5rn0\n91PL6/Wtncrio13uB1BZOj7zmc/w3HPP8fjjj9PU1MSTTz7Jfffdx+HDh7nlllsy/uaLX/wiN9xw\nQ9q5kpIS/uEf/oFVq1axY8cODh8+nPG3drud2267DavVSiwWo6SkBK/XiyzLxOPxjL8RRZHi4mJu\nuukmGhoacLvdvPrqq7S0tHDs2LHxysNut7N//37i8Tj79u2jvLycl19+mZdeeolDhw6l2QIYjUb+\n/d//ndRNC4qLi/NauzvvvJOxsTHKy8spKSmho6OD73znO/zZn/0ZWm160TUajWzdupW2trZx7cLh\nML///e8LTrtMujU1NeFwOBZFu7nkudtuu41QKITZbGbz5s2cOXOGeDzOkSNHptjPV7trrbyq2qna\nqdotvHbXq59Yau3UPDehm1peVe1UloCl3XZdZbk4duyYLAiC/L3vfW/8XCgUkpuamuS9e/dOsT98\n+LAsCIL8q1/9asq1SCQiDw0NybIsyydPnpQFQZCfeuqpKXaf+9znZIvFInd1dY3b//jHP5YB+bHH\nHpti/9nPflY2m81yNBpNO9/W1iYbjUb5U5/6VFraRqNR7u7uHj938OBBGZB1Ol2a7Wc/+1nZZrNN\nq81sLJd2ZrNZPn36dJotIP/0pz9Ns02+39tvv13Q2s2kmywvnnZzyXMWi0V+/vnnx+0PHjwoC4Ig\nf+Mb35hiPx/trsXyqmo3gardBKp2qp8oBO3UPJf+fmp5neB6005laVCHuF8nPPvss2i1Wv70T/90\n/JzBYOCP//iPefvtt7Hb7dP+1ufzpbXu6XQ6qqqqZr3nc889xwMPPEBjY+O4/e7duwE4fvx4xt9o\nNBpEUcTr9Y6fa2pqYvPmzVy8eDEt7YceeohVq1aNn/vABz7A+vXrMRqNabZJJElKSzdblku7D33o\nQ2zfvj3tfE1NDf/7v/+b8Te7d+8mGAymnStU7SbrBoun3Vzy3AMPPMCDDz443rvygQ98gObmZg4f\nPjzFPkku2l2L5VXVLh1VOwVVO9VPFIJ2ap5TUMurqp3K0qAG6NcJp0+fprm5GavVmnY+WTmcPn06\n4+8ee+wxioqKMBqN3HHHHbz77rtZ3a+/v5/h4eEpQ4GS9PT0ZDwfCAQoKiqiuLiY8vJyPv/5z+P3\n+xkaGqKiomLWtHfv3o3f7x+3nS3dbMgn7dasWcOpU6emnJ/p/QpNu1x1g4XVbi66nTp1Ks1+trRn\nI5/yHCxueVW1U7VTtVP9RKFqp+a5CdTyOj3XknYqS4M6B/06YWBggNra2inna2trkWWZ/v7+tPN6\nvZ6HH36Y++67j4qKClpbW/nud7/Lvn37OHr06JRW50z3S6afCb/fTzQaRafTjZ+rq6vjiSeeoKWl\nBUmSOHDgAD/+8Y85ePAgdrudr3/967Om7XQ6kSSJhx9+eNZ0z549y+HDhxHFmdup8km7kpISnE5n\nmnYzvd+f/MmfFIx289Vttvebi3ZzyXO1tbWMjo4CjNvPlHY22uVTnoPFK6+qdqp2070fqNrNxPXq\nJyB/tFPzXDpqeZ2ea0k7lSViucbWqywta9eule+///4p5zs7O2VBEOR/+Zd/mTWN9vZ22Ww2y/fe\ne+/4uenm27z55puyIAjyM888k3b+5MmTMiALgiC73e5Z7/nFL35RBuQNGzbIkiTNmPbFixdlg8Eg\nA7LL5Zox3W9+85uyKIryL3/5y1mfIR+0S9o+9NBDsiiKs2r3zW9+UxYEQTabzfKtt95asNpl0k2W\nF1e7ueQ5WZblP//zP5cB+eabbx63n45stcuHPJe0X6zyKsuqdqmo2slp9qp2CqqfyE/t1Dwnp9mr\n5VXhetBOZWlQm0iuE0wmE+FweMr5UCg0fn021q5dy0MPPcTrr7+eturjdPcDMt5zss10DA0N8fzz\nzwOwa9cuBEGYNu2hoSHuv/9+jEYjgiBgNptnTPvxxx9HEIRpt9SY/Jz5ol00Gs3qnp/85CeRZRlR\nFHnmmWcKVru56JaaXq7azSXPJe1/8YtfAPDLX/5y3H46stUun/LcZJvpULVTtQNVu8mofuLa87Fq\nnlPLK1y/2qksDWqAXsDMZQ/H2tra8WEwqSTP1dXVZXXPhoYGIpHIrPNUkkNtMt0TwGKxpA3lmYzH\n4+Gee+7B6/VSVlY2XmlmSjtp6/F4uP322ykvL58xbVC2rjAYDPzXf/1XQWnncrkoKyubVbsPf/jD\nCILALbfcQk1NzbRpF4J22eqWvF9q+qnMpt1c8lyqfTAYpKSkhIaGhhmfLRKJ8NWvfhVZlvmP//iP\ngslzsLDlNdVe1U7VLjX9yajaTY/qJ6ayFNqpeU4tr6lcK9qBsu1aeXk5TqdzVluVxUcN0AuYz3zm\nM3z/+9/nU5/6FD/4wQ/QarXcd999HD16dIrtjh07uHLlCj6fL+38O++8gyAI7NixI6t7dnR0YDQa\npyysMZm6ujoqKys5efJkxusrV66c9rfhcJgHHniA9vZ2nnnmGVwuF5WVlRnTTrV96aWXuHz5clbv\nsn//fgKBABs2bCgo7To7O2e8X6oeoCx4M13ahaJdtrpNfr/JzKTdXPLcZPvq6uppF35JJVleJUni\n1ltvLZg8BwtXXifbq9qp2qnapaP6iQnyTTs1z6nldTLXinagrE7vcDjS0lZZRpZ6TL3KwjDXPRyT\n9v/8z/88fi4cDsvr1q2Tb7nllin2IyMjU86dPn1a1uv18kc+8pHxc9ns+djX1zd+bro9H0OhkOz1\neuV4PC4/+OCDsl6vlw8cOCD/5V/+pSyKovz8889PSdtsNst33XXXuG1yz8ef/OQnU9KdrAWJOT/J\ndPNdu9Q9Wqd7v1TtHn744Yy65bN22eq20NrNJc9ZLBa5t7d33P4f//Efp+iWSbukDu9///vH0873\nPCfLC1teVe1U7VTtFle768FPLJd2ap7LrJssq+W10LVLMl3aKsuDIMtZTOxUyTueeOIJvv/97+N0\nOtNa7r71rW/xN3/zN/T29lJfX5/2m0984hP85je/4Ytf/CJNTU08+eSTnDx5ktdee429e/em2X7g\nAx/AZDJxyy23UFVVxYULF/jpT3+KwWDg6NGjHDx4EJfLhd1u59/+7d/46Ec/ys6dOwH4whe+gM1m\no6+vj5aWFoqLi9m5cycul4sjR44QDof5yEc+wq5du8btnU4nO3fupKGhgXPnzrFlyxZEUeTMmTPs\n2LGDL3/5y4DSKg/Q19dHc3MzwWCQrVu3snHjRl566SXKy8v52te+hlarZf/+/fT09LBz504effRR\nNmzYAMD3v/99Ojs7ufvuuzlw4EBeayfLMnv27GFkZIRjx45RXFzMl770JTQaTZpujz76KBcuXODI\nkSNUVVUxNDSUplshaDebbuvXr+dHP/rRgms3lzzX0tJCJBLB4/GwYcMGent703RL2k/W7vnnn+e1\n115DlmXuv/9+XnzxxbzNc4tVXlXtVO1U7RZHu+vJTyyXdmqeU8vrtaodwIEDB3jllVe47777xrVT\nWWaWp11AZb588IMflDdv3jzl/KFDh2RRFOUXX3xxyrVwOCw/8cQTcl1dnWwymeSbbrpJfvXVVzOm\n/8Mf/lDes2ePXFFRIev1erm+vl7+zGc+I3d0dMiyLMuNjY2yKIoZj56envF0Wltb5XvuuWe8ZVoQ\nhIz2LpdL/vSnPy2bTCYZGD8m26eye/fuWW2T6TY3N8tWq1U2mUyy1WqVq6ur5Vgslvfapeox+f1S\ndWtubpY1Gs20toWg3Wy6LZZ2c8lzra2tcllZ2aw6T9ZOFEXZYDDI3/72t9O0y8c8t1jlVdVO1U7V\nbnG0u578xHJpp+Y5tbxeq9qZTCZ569atU7RTWV7UAL1A2bJli3znnXdOOd/a2ppxSIvKBKp2uaNq\nlxuqbrmjapc7qna5o2qXO6p2uaHqljuqdirXGtp5d8GrLAvBYBCDwTDlvNFoHL+eCYfDwe9+9zsa\nGxuz2kbiWsTlclFUVMTPf/5z7r77bioqKgBVu2wYGxtDq9XicDjGdQNVu9lQ81zuqNrljqpd7qja\n5Y6qXW7kqhuo2ql5bn4Eg0G6u7vTtFNZZpa7hUAlN3JtLXz66afThstc78fTTz+tajdP3VTtctdO\n1U3VTtUu/w9VO1W7fNZN1S537VTdptdOZXlRe9ALlNraWvr7+6ecn20Px8bGxsT/GYDqtGs6Gqim\nCBsenJQxSjkx9ImrB4B75vCEc7FPtRVQ6om5p72Cq2ziAhWMcoFNXGALJYzh41V06AljIIIeGAZi\nQCxFj/lpZ2AF1VgxEWSUckYpR0aT4Xk1KLsbyolnyO7dpmf+9hWMsJnzrKGL82zhPJsxEsLEOYbp\nRKScCMnRGoNAJE03WCrt5v5ui20/nXYBDmBARwhDQrv55rkawA1MbH+yfOV1YeyXs7wWjnb5V9ct\njna51/tztb/2tFto2+ntC8PHJhGY2ElYYiJ/5Y+fmOpjc9MNctUun+q6zPZL52PnUl5F4JXEs85W\nb6W+2/2J30pAPAv7VC2ExJ+Z7jff8goQAQanfNupLB9qgF6g7Nixg8OHD+Pz+dJWcZ9tD8eJITzV\nwGNp16LI2JERkBP/FZioFIxA7RyecC72SVuRicpLmnPaBvyUYaQKDT0UIVBDHWOMEeeDWDjJDZxl\nO/Aq8A5A2pCm+WgXRubqgmi3mDpnttchU4KZGgR6sKKhmirs3EiMNxEp50beY1fC+tfAWeRJmz+o\n2qVr50PmAQycGNduvnnuQeAw8Oj4teUrrwtjv5zltXC0y7+6buG1q2c+9f5c7a8t7Za2blR9bG72\n2fvY3HRLt5+LdvlU12W2Xzofm2151aCETiaUumu2QDv13aqytE3aJ7VIfhvLpDc2ZbKdIPvyCjAA\n/OS6Huafb4izm6jkIw8//DCxWIyf/OQn4+cikQhPPvkke/bsmbKdRHYIyIhIaJARmXB+2VPCGM1c\nxoaXSobJvnURpq98ssNDEe00cZZtDFKDhMgo5fiwcpn1OClLWG5i8ofgcmsnEqeGAWx4WEs7NjyT\nLHSABcUpaKYmMA8CmOmmkfdowU49UXS4KaadJrzYcJA6H2kNAM8999z4mfzXbvGYTrsAFi6yMUW7\n5c5zQsbr8yuvyR6qTPcVUq5rMt5/9vJamfjtcmuXmflpl9QlNxdcyHUdCJTgopkrCe2GmE+9P1cK\nW7u55DuB6cp9rhSydtn5iYXVK0n2PnYxdIOl87GT6/z5s3Q+NnXExcS5qbrJKEF5clT4zMzPTyRJ\n/TbO/vfZl1eVfETtQS9Qdu/ezSOPPMJXvvIVhoaGxvdw7Onp4T//8z+X7bnKcLKBS/jwUMYQIylD\ncmdnbpXPZNwU08Y6tMQIYhqvjOLYaGUTQZItg/UogWYnP/jBD9i7d++yayciUcsAI7hpop0gJrwU\npVjoUQL0GNkNj8oePxY6WYOdeoKYiKLDSRkhjPi5QiCt1Vf5/3/9139Fp9PlRb6bXbvFYzrtJKyc\nZwsBzAnL5cxz0w31nG95TaabKbhKDdBTA4UJu5nL6xaCWFFc1CryrbzCfLVLfsRm/6GXSuHWdUp+\nKMPFBi7nqN38KFztFLLPd1PL3HwpZO1m9xPJ+iqp18Lplr2PzT/dYC4+NtnDvHCNHEvnY5N18kyj\neCA9WJ7Ndr5+IvWec8+P2ZdXlXxEDdALlDfeeINnnnkGWZb5zne+M35eFEV0Ot2yPVcMLSGMyAgU\n4aGRbjwU4cVGdHyuy+KgIY6BMHoiRFE0CGECdPixUISHKoZx4sFHJwBPPfUUTz31FLD82kXREUeD\nhjhVDAMavFThpZL0nsrkECuZ9CAoda2P7BGRMBDGTIA4GkIYiSTmdQloKcJPNUN4seHiKhIQjUbz\nKt9N1Q682LIM1HP/iJ1OO9DhxUYRnnHtxliHTGdanhMEgX379vH222+ze/funJ4he6a+Y+byWoyX\nIqIYUPKaBmV+nh4loIyg5L8qlBEdnsQRnXQvIeXPqcxcXs0U4aOKEZyM5WV5nVm71Lpufg2PmSjc\nuk7JDzE0hDAktHPTSJfqJ7Ikex87fdnLlULXbmY/IaLUa8kG8IUrs3PxscvvJzIzu49NzWsLV+dl\n62OdePDOO89l+8yT7ZJ+EiY6UZJ/y/9vYi823MSyaG5QWUrUAL3Aefzxx7nhhhvSzjU1NWXxy2xs\nUtmSldUYpVxiAzqimAiym+O000Q7TTNURtmlPZt9caJ1twTX+D1jiMAWLPhZTRcNXOU0JfgSv/n6\n17/O6tWrx9NYLu3iaBigFi3bGMVGHf1U46adCrw0As7EEUVxhAaUj4jtKMPfk8FQjJl716c+S6o2\nbayjjXXEE1WDkSYa6WY1XbTThI8YEWD//v3cd999aenkl3ZDieGDMwXoW5jauzuTg56LdlswEZyk\nnTRP7eZSTlJtU1v6098vc3ltpp31RClCCcpNQFniCAIu4H3AWpRF6zqBMFMDdAlFVynxPOn3nrm8\n+lhNBw3YOU1R3pVXmE27ZK9OUofUMrmVqYvnzu1ZCreuU/QYoyShXUT1E7M872Sy97Gp5V7VbnY/\nkWz4nrwWwvy1m5uPna+fmIt22b3b7Nql+tHUodiLqV26jz1NCd7Eb3LLc2vIpkc887PqUPykjOIj\nw+NXcvsmnpz+XJ5lgmzLaztNBLERmsMdVRYfNUAvcG699VY++tGP5vDLuTrArVlZeSnCSxFlWJE4\nQz12HFSgS/t4zy3t2eyNhChnlEpGGKIaYfzDdyt6BinDST122lKy/b333ktLS8sc778Y2gmETTa0\nxpsxyFdYFx/EKGiJ6Vtw6ixIuJAIEQtDxG8jHjagBON7mXCG2Qx/n/osOqKU4aSOfoapQpPyezNr\nKeE09dgZoRJNQrsdO3bwyU9+MlsBUlh47WRERqkAPoiNNlZyFRMBBph+xduJtJPD2lLnlWX/LNNr\ntxUdDkpwLaB2cyknk20zv5eXYryUUkYpEueoZwwHEXToQbCCaAGNDbQ1oK1GpxtDr40jSB8k4q8l\nElgN+FEWmAmSHnCm/v/mKc8we3kdpZ5e2lg1/pv8Ka+pdZ0tUdcN4KAGHXEmphRkCsCTjRXZzLu+\nFus6OdHzZqMMyyQ/kWlni7mkPbt9YWs3Vx878W4L8SyFp93EytcTfuKuhJ/owzkV6cwAACAASURB\nVIQ/xU8kh2en/m6mtLN/lvz1sdm921Qf24uJIAPjC5Olzt1PrdcWU7t0H9vGRC95bnluLXML0FOf\nVYPSmC2jjDCbILdv4snpz+VZJsi2vI5QiTjeqKySL6gB+jWAz+fDZDKh0Szs4mHzIYiJHlYRQc8g\nNUsy18VFCVdoxk49A9QST1lMLTmPyUMRIynONxAIEI/Hl107nTbOruYBbt50ldVSP3UuL3GNAduq\nbqoaThAgQpAIQ5cr6Xu7kdErlUAocfgAL0qglDo8b7p5wenXUrXpp258KBQo/47dNBLExAC1RBJD\n2yA/890YZVxkEzqiDFPDxJzC6aYD6JhwrFGURo5sezevBe2UHvIgNnooI8IuBqkmSDXoysBaBLZi\nqLJCtY2qqlHWVA+j80fpfKeW7uPJngMbE/olR3FMDkDT9Szk8jqBQBArPTQToZRBKgliZGILxeny\nUDYBeqZF+JTevWtDu8l+opYgFmafcpLtiJfMXFvaNRLBmPCxi/+BXVjaJXvEYaJO0gJaxqjhIlvR\nEWZ4fGut1DK7sIN9C99PTDBGKRfZOMnHQq5T7GYjW+2GUhZ4W/o8F0X5/kp+R0wln7+JB6glugiL\nI6rMDzVAL3Aee+wxvF4vGo2G2267jX/6p39i165ds/9wkQlhpIdV9LGCOBqkJdgwwE0xPqwIyFPu\n6cdCF6vpYRUx+sbP79u3Ly+002kldq0b4LF7TlMf8yD2xfFqrVTs6WLFjSJjFDNGMZd+34i3fzWj\nV5I9lz5gCGV/cgml9TbC1I//1I/99GsBzOPaxNGkVeJJB3iVhsS1MQD+/u//nieeeCIvtEtljDLc\nlCIgJN4jdRGzZA9J6pZOOpQtSlLna0opx8wfG4WvnQ6wEqKMHirpo5I4MSRioDdBUTnUFsMGAdaL\nVG2U2LnRgXnUT9i3ke7jye1milA+TMJMDHePkrk3XaGQy6uCUqZCWOmhhD42ESeCRBhm7AmG7D5k\nM630rjQgFb52Cul+QoeElkx1VDozLU44O9eOdiZ6WE0fjcQRlmT+aGFpl+zVhIkRUlrAwBg1CT8R\nIz6eh+Is5OKrqRS+n5hgjFLcFCMAcXRkt0Vi7mSr3fLmuQgTgXnmOimfv4kVXYdnSEllOVAD9AJF\nr9fz8MMPc99991FRUUFrayvf/e532bdvH0ePHmX79u2zJzJvkh9Kqb2UCjIa4sgpzm/mDykjQSpw\nUM4oDipwUEEY45yexoqPChyYCI6nISUqcxkxMfcGFKetrPb5ve99j0gksgTaiSBowVIO5nJWW3rZ\naLlIZXwExkAfiLF+8Cre4wHssRiCEyKaCFLQQWkvlJgsNJoslI8FKW4JU18zQG+olp5wDeVdl6jo\nOkXM58NBMW7MTPRgJj86pusVFjASoYJhSnDhoIIRKoklWqllROKI4/PlkkMAv/zlL3PDDTcsQ76b\nGLKYCQkx4YRSW/VT82lyISAtoKGcESpoJ4YFBytxU4PS8OFnItic/sPDSIiKxDC7/NdORAnItSiB\nXjTxdzOyUERcU0ZcU0VJ0zAl60apNPVS7Q9QHgkh+0C+AmsCHWx0tCJ5w3jsEXz04KgowVFRQjhq\nA4cb3G6UER2TA/R08ru8ZmJyD4PSkysjEEdHHAMTgUDqSIzU38o51nXJYFQJMKy4qGAAE948127m\n8ppeRqazFUiWWSNhKhiknGEcrMTBSsLoUEYShckmyCqcfJe6ZZXI5HdTfKwuESQlr6U2LiYXrpKA\nGEYCVDBCOY5r1McmR1YodbvSaFiKsl6LBIIEJQYoMSDFQApIEIpAJAjRABMj0VLzj1KGyxNvG0OL\ngwrclMzpyQrLTyRJ3YljIgiXxhuDstuSLnvtMpf/7LVb7vI6ua5Pvzb133lmlvabeLrnVllO1AC9\nQLn55pu5+eabx//+wAMP8LGPfYxt27bxla98hZdffnkJniLVGU4eFpYaDM7e05Fc7GMDl2hlMz6s\nc66MinHTzBXKcNLKpsRWHJmGODUAdwI/Yd++fbS0tCyydgknpzGCbSVUbaC52sPDNb1si56DNpB6\nZLzdfuwDESQJxAiIQhTtKQdmq5eycg3l5Voa19lZubuHVbWbeN19B72utVT/fpjNzqMEfFEusBM3\n5UwECam96ZMDTeW5LARYQxer6eQCm3FTPO4Ap6IMB3zwwQdpaWlZ4nw3eXh6tkz+0NACZsBMNVfY\nzEkC1HCBNbhZAwwnDpi8IutkLPhZQyer6cpz7UB5bxPKiIHkfPHEInCCFXRW0Fspa7Gz9qFhtmpa\naTlzgfWtHcgOkC6D5aKf4jIv7qiEv/0KEeF1WmsexLfpQcL+IrgwBG4NSnDuQcmHmYcs5295nY5M\n++ROJtOaBun5du51XbLsSijBhplihmmmkzL681i76bf3y0ymcp3UTsmnJiI00scGTtGKBR87CGNF\nWUDThVLfzRygF0a+S2qXDDy0TIyOSl7XopRlIxP1fbLhTUr8Tk9yZIuJEI30sIHWa9DHwsQIKT2K\nJhVAHVCinBc1UGGANXoICTAsgzMMPhdEx4B+FH1DTORbpeGjmiE2c4EA5kQ9P7cAvbD8BKQ3DiW/\n8ZL5a26jVrLXbvIicwrZa5evfiLzAq2zsbTfxCr5iBqgX0OsXbuWhx56iF//+tfIsowgLFaLmBmw\ngmgErQ40IsQ8EPWCqAetFUx6KJOgVIIRL4z4IJQcYqYDrRF0RkxxJ9bYIOXSMGbCxDGmDHOcGzLC\neA/qdMOHBCSs+NDjYDTl/FJoJ2plildEKN7qZ6PFxQ7tMOvGHAxqrAxLJiSXAGGQ4xCTIIpIACNB\nwUrlBiseiwWTAVaU96GvCdAfKaJtpJi1la1s3t7NaJGeq4MBGEv2Gid7VmZ+l1Td5ClzXiesrPgw\nTNINljLfpQ5DzxT0pQbhqdcTHxo6E5isaDRarEEv1tBVyqoDGGpMhCIWhEFNQrvk/tsjzPZRkq7d\ndO+dD9olmdzroQWs6E0GSle6KFvlpXTVVXQ6B8bgAHX+S2zwnCM0DKE+kDSASVG0zjPITkQ88lY6\npDHcshU0VtDJEA+B5E7cI3Nwlu/lVSG5RkHyI1VgfGRFkRHKrUq+GtWDUw+yCxhjYn2DhGAYMTGK\nlQHKGcJMkDjaxHunPnvqv48OJSBP7T1VtheSMSBhRsKChJ5MZXb5tUt/mgmyHNqv1UGFGSrMmLwB\nrA43DdJVNlXb2VnVj3fITcdQBLekV0Ym6c3gH1MOefoFHwsj3yX8JAaU/KNnfFSK1QglNnQ2HSWG\nIMVGH+4hAfegSCRoAIpAMIBOD3o9ptgg1ugw5XEHZmTilCFhhrQP9dnm/StM1S6/8p2gBVONBmON\nDp1WQEOUmD+Mb1BHyCVTU+qntjGMKEK0QUtgWMbRHsHZKUOVBaqqKTE4qGEYa9iFbziObzhOMV5E\nROLokXMIcCZ00+S5j02Suip78u9K4yAGHZh1IEoQ8EHQj+IzLZhKwhTXuDAZvcQHg0iDQYrL44iV\nVcSjVmSHGdzJtJIjjpJHamPexCGjR0KPhC6hffbaLb1uyQY1HRPTvJLPnGzs0KL4kBBT18YRMOHH\niptyHJiJEMeENL5TDym2qWRaoE8ZZSOhSxyZ8+105VVl+VED9GuMhoYGIpEIfr8fq9U6g+UBmNIa\nt4XsVo6sBNaAtgSsWjDGwNcBcR/oi8CyBuoqYVdcOd7sgiNdMBhBCeyLwFwN1irKQidZ6zuJLdKD\niypO0MwotpwWvHFTzBWaMRJilPKUj69zwHlAGWgkEUDCM+X3i6ed0gOm0wdZs/EKm+/vZfPQWYrO\nuRi5auHg6BreCdSzmw52azswCCEiMbBLJs7QyHFxLebG1ZhuX83Whl5uC7zFyvc62HQqyvCpi2xa\n18umB4J091mw/T4GJwMoDiI5P2z6wBEk/JjoZDWjlDFKBRGMid+dGdeNGXRbXO2mPm/mrdFSe8mT\nDjHZ+5340LVWQm0DRpPEqoHXWdv/GpGtqxi46/04XGV4fy/AyW6UXpd1KI7Wj+JIM8+xSy60Mko5\no5QTGZ/zOJHnFka7+eiWJLlGQXKl2TiKNkXYSjRsu+USu+65SEeXQMfLIpftUTYMSawagVEfOIIQ\nESAeBo0AlghsE6BtaBBD9KwSFAVrwVILoQCE3SD7mJiTnt5Dmr/lNRULyjDZZEAjAw5FvxXFsGct\n2KrguEY5pDaQvQmtbUAxSn1ZQRknWMsJbHTiopQT7GGU0sSicjBRVpNDmi2JNJINbdL4n25KucJO\njDQziikRpENqmV1+7VLLa+r6F8lGw9QhranBoQYwg9EG2+pgby1lbadZ+4fjbIyeoeX2IbbfLtB+\nyIvhUD9Ei6CxHkos0NMB3QGIJcvs1KCzMPKdnmTQo/yZzANeqCmGbWuxNuvYWHWOrdWdnH/VwrlX\nrTjtNcAqEOvApoESkbKAm7WubmzBPlys5gR7GUUZQ6OQ2kgxc5Cerl1FojE93Vcsn3YyGqNExU0y\ntXeB1TqGGRf+Lg0dv9cx+A7cYOvirtouDHXgLTbTO2Lj6ItlHO8ug81VcPs6VlVI3C2eYu3IWTre\nkOl4XWJMrqSNTTgpZWzGrTszo/iJJkapYpQyIuM9wAvtJ2BhfAVMlM+kH01stVlUAg3FoI/C1Q6w\n+1B6/ddSvsrB5rvPUVczQvj3A4R+N4CreSdtt74Pp8fM2B9c4A6j1KkVKHk6OeIjdcSllDgfwY9E\nJxsZpYZRiufsY5dGt2R9lmggw4QygszNRCOtGaU8W1B8yAiKH05+qynBexkjrOUKNty4qOYEGxjF\nkvgmTo6qSQ22U6eZJhdqVZ7HTQVX2Jwor8UpQXp2dZ3K8qIG6NcYHR0dGI3GWSoigHtgfIuM6VFm\nzMTQiDIYNWDQoImY0YYrEPSVYBXBGga5F6JB0MvIpmKorEbYEYf74+AagjMxcERAC7LeQMhaQdi6\nhnLhAhsjA1ilq7ynacCu2QRCEAtBjGKEqEZHFC1SSIMUFhM9I8mP1XR82PBhy/AWW0lWsjoibOYU\nKzjOc4usnYYYWmLIgoa41oDOJlDf3E/L7aM0nulGdylKX7CUd4TVPG/aQJlG4laNh6KID38QIpFy\nrkhNHBJ2QMV2WL8dp/EEzb3nWXnlJKtODnDDiaOsXmNiTYuJaINARUcQW5uHcNhGJGRg9pEIMiGM\n2FmBnRWkV/bbxnUTibOJ91jJsSm6Lap2icXeJuZtyeMWCknHnnzupKNLDeITQx4NRVBeg744TE3M\nzebQe3RvrKPr/ZsIDZoxXOqg+PwI4VgNodhKIAD0oQydnW7hF1OKdqlM5LmF0W5u5VVAJoY2w9ze\n5MeQBIjKKBiNDUupzMZNHdz1gQO88h+1tL5Rx/ClAA5ijADdaOlBSyTRk1uKxCYBVgsy9c4hKpzn\n8Jq0UGRBLikh5LYSjpQiy5C+FsIE+VZe07VLzO0VbCBUK42KGg1oJPSaIHrtEPI6A/Fba5DLG9H4\n42g6JOLSIHFJQzyqQwqXIEVrQa4BarHRSj1OjIzSRyPn2UZ671FizrCoUw65CKQSkJPDlJMrBfsT\n2lWg/Nt6UHpXY6SW2eXTTptYyCnZgJYsh5pJfxdJC9RFQWn5wQRSERjKlMB7TyOlmvOsO9/JttBZ\nNmwUWP1BkWq7m6J3rmKUqpHWNCPVr0QKu5Cu9kFsaoNQkvzNd8pM8TgG0NlAV4KgtSKKZjSI6KIO\ndJEQQjmwoZjaG7VsbQzyvsYuhKFSHCfLiY1WEtGVEzM2IZVISMUyNp2R+rgbo+CnT27kvHwPyP0g\n20EKgSQm3Gkyj00/pSddu9QFN5cn3yX9hEYjozWAuUpk1TZouhvKygIUCR7GTkeIXtQQOyaxy/Ae\nH7W9i6URRjcUcX6sGtfFJtqsTbDBAh9sYk2djj2xYXZ0XaK+M0a5GOeE7hY6DI0MSRVEQ1GIzm2o\ndwgzdqzYx/Wa2CosP3xssswmSQSCggg6CbQiWo0ZrbYUTW052jXliPoghHpgNABxPcSrqKuK0bRL\nYM0aD5HLV4kIlzhVdyPtLTfidBrQtL1Hqa4XWa9B1luJxDSEYyDFJIjHQIonXLkMUgBkLyFZSGjX\nwMRUjvQ8N5N2i+8nkgGzCFojgqEYQW9DSwQtTgREBDQIkgExakaM2lC+KaIghEEAWRAJxfSEY0ZK\nCdJMNxZ8nGYVfWxC0AawaPxYtCFkrR5ZVHrElTntE+ufaPGjIUI0pCEaFvFJJfgoR6ljk1NkZLKt\n61SWFzVAL1AcDgcVFRVp586cOcMLL7zA/fffv2D3KWWMOvopKwki3FiNeGM1NRfOUnv6PJaACBYB\nbDHQ9YPNTixcRCx8Dmm0BN2AjK5HAt8A6AegIQorzfhLSzhh38KJfgdlkXY2Gr2sLfGzruoKt1WG\nlZZZQ5RBayVtpWvppg73iVJcJ8qQwqMoey57mHnV0MmL1ylHHA19iSoQ3llU7SoZoY5+JGsp9prd\nBNY2Ea+9RFgbpH9lLf47rIw0G8G3kpW+Mnqce3l67Aa0QxKRfhge1XLFb4GQBS5E4dleerR+futa\nQVd0O7Ur7ezcaceojRF7JYQVJzdtuIq1Fs4fX8mFE1Zi0bkO6UpdMyB1qJTAIDX4WA2TBkItqnaI\n2KlnhKqUq8KkIzl0LLnllwmlJfv/Z++9giS57zvPT5rK8r69757p8TMYC2IIWkAUKR1FSeTGcuOk\nkLQbetkX6UF3F3d6uVDoQREKverh9h6Oq4u9uNPyeFqKEkVKAAmCAIEZDMabNtPVrkyXt2kq3T1k\n1XT1OADUzACImF9ERndXZVdlfvP//3nTVyC7gAGdJmwv41oG1rEg+jfOsy9oceLnr0HNxAhXqbyo\ncGFrnotbDqYtfNSysYfSs8Suv18DGOSYJsd0Ly1wMJNCpF+DT3QUhqL40i2Sy22m/ybPmXfaOPUd\nZDoMUaWOj1UmeI9JhqixSI4kDTQX1nGZUnb4tv8aneEKzNymFZ3i4uo8F9tzGE4IT+nXf6n7eZb7\ndRc7kxz7yLEf1z8CwQmIxyAtogzpHBm/w+GxLYyDJqWjIcxwmdRXK6SnKpTdLiXXprKVpHJ5nObS\nKJhtsK5Qoclt9iGTosgku6mQ/VriIEghiIUhFgI1CM0gGCZeT4QGntNIxVuYBt6z7KdR7t23Hw92\nOjkmyDExUPIxGBkbzBAQ8fZp3DtSfhju1VQ3/WD54I4O371CYHOVZLFF2ITKz1yutRzc93Y4Vr9G\nYkaieThG8xA0Ci0al304ho+P3ll693o/HuwEcpwjxzncuRAcDBIYt0lGWwz7quy7s8b+25cJCLdh\n4zpRU2LfjRX2RdeQbwWZC4VYPqNzZzHB2kiI1u0OrTttKkGB28e/ghwQKOqHQZ8APQLaKLQtL+W4\nbYJTALfAbnbNw/qW9HEadK7slTEfh4ydHGsxeRrGj4oMBX0M/YtCKGziD+p0Nmxmd0SKtsPZXJbQ\nZRPFdYnLbfbJAr82ajPz2QrMbIJ4CSGjcvVGkJUbLzCxlOWsP4vygkrkdJmlpkLmYojCnT5f637Q\nJfao3zOg36ATHkxH/rhkrESWaUqMsjcSHIRIBGbiiNNRJsaaTI7lmFCWmBRaJDoVsLIQzENpG0qX\naOYkSv+g824iwsRVhUkX5pevo/z9f0FyZIbbWWILDfQja+iHh7lVOML1jWOUchHYaUFd8/hfNAJa\nHlptMPqp4LAbgdbwdED9HnZZEugcAH7xVHHbK2NnyTGLix9QkMZjKOcSBI+FmCTHFE2CdJEpEmhC\nYsUksWJ6pVBuHfwWhGU6cpCL2WkuZqcJWxqj2MzRZkJc4iVRRxrrIo2b2BMi5qSCPhSkToIaCYqM\nscMILjBBkxG7zNrFEJmLITq1vi60G6G/3xFnI5Fn/IH9+pw+fnpuoH/CqNPp8Jd/+ZdcuHCBCxcu\nUKvV+M53vsPv/d7v7Tnv29/+NrZtk8vl2NzcRBAELMsiEonwF3/xF0/sepLUOMQd5uM1xM8fQ/oP\nCY793U1eqCwxvF3bzcCLes1pjJKEti3jVESCeQhsgNCyPEaUdOFFkdJ0BOEnZW4st0m7qxyOtfjs\neAfr0DLWoQyEXYjAjbHD/PPsLDYj4M7RvDaPY9zFiyK1eLBurgu8hdfsJYvHvL8FnGS3A6lInrfJ\n9RL8zp8/jyiKTwW7Icoc4wZWeA59/quoJ05jjal05S1yM37WRudpWWFwYsx0k2wsz/OL5XmM2wFc\nBWy3g+HkQM15BvrdTdaFDjv2JLenbH73v7f59d/JUf2eSen/sYiMVnnpd2D/EQvHjrJ0ZbpnoH8Y\nI/1+7DTgtwCv82lfebDxGq389m//Njs7O09t3d3DDhmdwCMMdHHg735NWz+tOIpnhAa41/St0wR9\nB1fRMb8RQP/35znxT9d48e9fY0gt48455M6NYbvnuVJwMD/0FKdPDnb9/RqnhUOQPAu4KOxmHPTT\nixPAqGegz0SQky2SKy2mL+agJDBUl1BxkLBo4GeVSd7hFCfY5Cgtz0AH6i7MKDucD1cIj92CgzKF\noUnc9u9zbe1LGKavh3/tI+MGPNP9uoudhsMoeVK4gRFITMBkHPaBcqDJ4eMWv3Fii1aiybLioyNu\nsm/qLgtfussKCyyxwOq7KbrGOM31EeAq2FepujpN9iHc657bS+UmhJcWmQApAfEkTCSgKoMhgFHD\ni7ho7Broeg+7LF6Whwb8G7yUzI8Tu0bve8fv2zqDpSiDNZlBYAyYhlQc9sUABXICFHVYugrXrxHo\nrpIyWoRdqLwBa++6uHqBo1qZ8eOQOzRC9lwILndoyb5ezeajjKdHrbvT95D7eLATcfgcec7izinw\nZYHAiQqjEyoHghVe+cFdXtUvEW90YF1GXAef2cVnmcz7Bb4QFrl6zOQff3USbX8S/o8inXdLVBPT\nNI9/BWF6Aqvuh4YC9TFo2N6ETgfQVOAm2P0018FU2cEnaQJvs7vudOCbDKYBfxwy9vToDqdegcNf\nEpB/DtK/CIgyCEmHbgNOF0B1IJW3CFleRqAvZhOe0Jgaq/DKZ+/CjAyizBtr0/yXHx5h850T/D42\n31ByRE+rpH63QigXpl0JUbgTxtNDBidVPI4EPN77U2AD2Oxh95t8/DJWQSdKiUl2HWe9PkOREVic\nQ3pxlPHjlzh1fIlTtWucXrnBzNY2BEwYsnGXZdBlfpKb42/yx7jhRnlZ83PAhYWl68xsrDAaETiY\nsJjYB41fjdL8eozv3wiS/cWLlN6fAKPg2dzRERgfhboJxoZXKrVnv6rAfwT2M2igF3iL/DPdr20c\nouQ5hEsYCCJNxPB/NUHim34O4XKGJklq+DFIZFtM/0uBaauA4NheNmgEGIGSEkbgFDeKEcKWxhg2\nx4QOYWGJiLSGb9xFOeFinpRRTweoH4iwyQybzHCbIW4Qw0XkJBmOGCXe8KcoLMt0aiF2+1j0DXSN\nwSzUPr/ewea5gf7JoucG+ieMyuUyf/7nf87s7CwnT57kpz/96UPP+/KXv8yf/dmf4TgOgiAQDodx\nXZfJyUn27dv3S377YJMtLw2rQ5g844R1hYNrOgfeWmJkeRupvoPaaWELYHfBErxDaoBsgM8GVsH0\nQz6TIlsbxqdbjK9VUVo1pvJrnDcE5inhaC1KDQcx20UQuhQCKfLBNNvbIezNLLPBdxiOZjn4jU2y\nqyKbqykalWCvIVOd3fRZFfgZnvExBqzz4DxrAZcFPEHJPQb+r8fuQWoRJcskTnQcYzGMeEKiVB/i\n+t8v4ooyuhRFwCBib5I21yhsuzS2E6jbQShZ0GlDtwa0wLDAsDD9MmZogYacwCnkCF8UsJZczB2X\nvO5j670EK9VhcuthbBs+fAj4YdgNktDrnDoJFNje3n6C6+5B6mNnI9FmMDVttxlKAI00FWK0qDJP\nhXksgniKv4kXceyP/LLA8YGj4LP8jARyHBjKMuYWCJUqNEs2G3aKW5Ep1msStl0Ct8FuStjjcNSA\nN/EcA88au721+P392iRBgygu/W7iffIS41JskGKNVDhEeiLBfLzKSHWJ3LbJipritplCli0W/FUm\n/QanpRpIGyxYJQ52dSYt0BzvaLoxLnbTpOsmi9kKKbtCYrpJ5Ld0jHUwVwI4lRCeMjVoNH3QmvPu\n71nt1z52esQgvOjj2P464dgS4UgWJx2hNR7FGXZIdjOY7xSIjVQ4OmMgRwKMNfKMN/LkmyFajRGq\n1zvouSaYPq83Bzo2Ti8VcVDsWoAGwyGYDxCc9rM/lWExWSDXmmSltp9K3g+ZOGyOstuFP9vDpL/m\nMjxYc/3ssWsSo0G8Fz3fG2GVMElRI0UNlSRVpugICVCS4Bvy6sbLee/+1BQ+n8TUdJOp8QxH8gVi\nqxpmCYwOdDrQIEadNFVzlmpjglo5jdaxcZz+9IBH7dlHrbuPFzsnaLIwucX+yR/QfjFG82iEeKrB\n/uoyC9VlRtbvUq800RsqogOK7fWBCJuwEU6xHklxY2OSzHtx6lk/+t0IrtbFriexN9OI/hjKmEHw\nUAvzSoduvsOQr87+k1XSUovVjJ/VzBymXger1Osfcf+oQA14A2/djeOtuwebdT497AbHZ7r35ETQ\nl8aOJyiPh1EWuyhql3GrwLSyjS/fxAhCVRLQZ6LUT8VoHhqiNDFMU/JDtYa70oBgGtIpdjo+pnWT\ncXOLBA2KrotSbbKwsUmpKHKt3c/S6meE9K/nceTijXH7Z7x118duL24fj4xVemULu9NNkBOgJAjI\nIunqCiPLFzklLXHWWeaQvcZUK4vP7LBcTZHZSrJfqrJ4oMKiluNznSBjrQj7qTKsu0hdHaGr41hh\n7pJiqZ3CkZI4qSQFYQy97PN8uGoAXBf0ENT90EmDtYCXKfQGXs36HHCr95o1cDcfA6+THBqh/bjB\nAxAIgF8hNaNyPLzKIS1LMrtKILeK2G0j0UWsqFi3q6ilOjtuioI7SqBjj2tR3QAAIABJREFUMaNX\nCfiaTNa2OG4rTFDCoUPNdbBdA9cxqDZSVLfSyIpD3GgS2qoyIsnEJZOg0yVo13FkgeORNRaDm+yk\nRLZ/NYW8EaVZGEMtRaG942UkuPeXZ/TX3UfrEP+cnj49N9A/YTQxMUGhUGBkZIRLly5x7ty5h56X\ny+Xw+/0sLS0xOTkJwGuvvcZXvvIVvvOd7/CHf/iHv8S392t4+9EHhzoJljiI3ahy7J1NTheu08m2\nKW9rqCqYHTBkT/XWgJgJIwZEBLCWwdqBtzsjvN0+TEjSOd+4zWH/JqO1LF8xG4QwaLfa3OmCrwFi\nRuBdaZR3pMPYCkz6M8wNXSP+2WHivz/MhZ+fRVXP06jGgTVw+2NRHLwo1P+IFz3NAv+JBw108Aw2\nb2zIxYsXOX369BPA7kEqM4ROACk2TvdgCPmETu7HKSo/PorbDWErcZLCJgeNi4wYPyGomgia4gkq\nVQNN8+r6B9r5EByHkf0QMxBXriDnILwBQgs2OiEu/uMEb4QXKOeT2OZgE7UPoijwP+ClROSA//0R\n53nX8g//8A987WtfA57EunuQ+ti5CAMG+mDU3CFMgwWWmWOLW4RocqRnoPeVoRa7z7o/FzeNH41J\nVjnJFeJGEbOps5RN8aPaIm/JR8m3gphWDtwKniLwOPz60ej/GU9p2+LZYTeYLuw5qfr7VcamRQL3\nnnG+O+pFwmCCZQ6zzOGwxeExH2PJLuZqnuUmvGON8JZzmPGgzlT8Ngfimwz7s5zzN4hoBqlWm6AK\ntgmmKfBDZ5R/6hxmPN/hm/ptDjZ1/J/XiH2hhvpzA6ftx6lE2G1S16cPu+aezX7tY5dKWMx+Pshn\nvllgIlBjUq5i+gNsBqcpmTEiP16m+KMdpvd3OfxqntEpieCaRiCjI2QmyGYabGdraDsFMAxwWuDe\n36G47wg1gA5MBBB+RSJyXuC89D7flP+Bt63ztM0AldX98MMUbIp4Dsk6nuj+X3ufmWeX192/Vp8t\ndjIWLaIDBvpurwiJLhNscpg7FFnkNhN0pCQEkxBOgLYCmWVwQ8Bh/PEER87V+OLXNklcLKJ8T0cr\n9SWTQJZR7nCYSucURvYw3cgsRkXDdbI8vpb6Uevu/vOfLXZGpMWvHl/mK5+/QOHQOJsHJgg0dA7c\nuMvkhQz55Qa3Ng1szRuUEHFh3PGOC+oIP6odZql2jOraFPVggm7Bj6PFoDgMVwJIpk1ork30pRrN\nzTxWOc907C6/dv42h/e3+Lsff5Wt6lcxnSK4Glgd9nbxFvEM8/8JL/SXBf43nt26GwwgePyuLye2\nhChXpQUSoXFiR5vEppu81LlIWFWJ3myyfQOWZZHwsTThb86wNnmMy4FTbG7HcHMrOG+vgXIExo5w\nqLvKy/4fsRi9htFpsazCcKbO1FsGhaZItJjs4TA4VeTDGOgh4H9hV078p0ec+6xlrEybFB5P8WQk\nyjBEhwmLBRY2LnAk+y+8uNnkxdstRofaRBJt8lqIn67P84Pri3zr0G1Gj7WZler8RmOJetEHyy2o\ng+R6K2HFiPFmbZFbxUXi7VHi7ihr1QVaKzLcNaGjeE70pt9T6aw0dBU8h8VPe7j9DE/Ha/Fg2dQz\n5nVymFbiFO7IcUjKkBAZnbvFF93LfPnu62z/vMXWWy2aTQsLB6drYdW6NKtwkREucJiUpPMrvtsc\nEzcZamV50WogY2DQZgMIORBwBa7mR7naPExsTeXUO0scCW8z6s8z768SN7dJGddwgrAw3WZqWic7\nlSL3b0TcXJL1C9OoV+Ow3YGO4UXUPlLpz3P6uOi5gf4JI5/Px8jIyAee973vfY+vf/3r94xzgFdf\nfZUDBw7wt3/7tx+JGQVRCaHiIqOSQL+XEqvgxkXcoQBSyCWurzF5Pc+ttp+Vdpyq6aKgImBQIkSJ\nMDFExoG03yYY6BKKdqlHw1SIUm0HuF0exsmpjKRUXtifx/KBKgnoXRG35uLLQsORyNk+fG6bSfKk\nhreY25dlzh+jOT7EzcOfIW/FMYspzHKLEDlCVLFxUYlgAHsN0/uF521gBlj7V2MXokMIFRsJldCe\nOZUdonSIIVkjBDoB5LJFfVnEeDeAqwbBH8JAYahrEeu2MCjjksVLSdLYnWG+2wk5HNNJLGrMDxkk\nMxbcBr8LUhgkxU9dSJLTRtBNP84juhj3KYBGCBUBF5UQGuHeO49Life8/oNr9Mli5yn2HWJ07nXL\nHYzg9P/2Btd4jW4MJEyEPSPRDLx8uQq7deled1URiQAQpY3PNrANh5bjJx9MsxkaptMFt1XCi74/\nPIK+ix2oxNCI8EHzl58UdkE0QnRwEVGJot97bqAR6nV77Suz/TXQr4H09cymLj4q+M0OwQ7IkkW9\no1LWoSmLEJSxgiHKSoqsYuCblElN+bD1KOXaBELHJeh08Nsa3VoCrRZA1w3MmogomYwrOV5YvEIw\nE2U9KFEjQb/JWah37D73D6Int193eZ2ASgid4C52YgpNmoK4w4n9BU5+dpNwo0KwXMHVJQJqlYlW\nhMpKkfV3/dhlCMds/FWBejEJxRBbyxPsXEnRqMjs1kj2u7r397GNx199EJYh4hKdhOHJHRbHtjmn\nvs9L6i+wIgIbsSlMoDwaoxIeJmQ2CZl1bLeNioKBMfCMH7bXnzZ2Xi2yRrS3B/ZGZgZTpAVcJGx8\ndHv7daDOWXBAb0FrB1BASSCELGTZxR9LEYrFCER8WEHQetnXEhI+fNBU0FYDtHU/5AXPc/TAaESX\nUO/6P3HrjjgaIwQUFX1iidCxPIFQBX/FJbbRZGp5lbnlTTayIa7V0qimiA+I+iUmUiEm0kEuVBf5\nRWWRrcYEZBV2HYsKtAXQdcSUjV9uEZ5tEQhtkurc4pB4k1Pc5EjE4L3pc/hPxlEzJs52HBodPDmk\n97DzRgOqhB8iY58edrtyQkYlhjGAXYdhOsIsJXsMX2c//vo4cS1PrJsnGNhhJjZJomZwOwLXEAkx\nQVCYYkXdx6XaUTYySZyMjJsRYXIfjC0Q18qMCx1OxvIsmbDUhKEdncRNnaQzgt9RIJkEXQdNZ7ds\n6EEs9sqJ/nSaD6qdetoyFvbK2IDXBFOIghMCVySW0kntqzAs5EitbSBnMhgtqBVAPOKjczLBZnSY\n684h3q6dYVqHeVpMiSrIIWTZT0MapS6CFPcqd+4Kk1zWjvE+i6RLIwzdHKa+EkDbtqGqeqN3/QHA\nD12BgG0QchoIqKjE0e41iIPdPgmD9DT3ay+zQAihyRKaD8RkhMC+CVIHZAwXdNsmqNeZWF9jX+Eq\nO++GyL8dxmgqBIAIFmkc0nSpSSJtWcZxQ6zYKURHRQyonIjlsX0utgyC5PUldUWwOhJ6y4dSkTBs\nF8s1IWAi+VtEzTIjBrhBiM6AnJeIi0XGZ3YoBubYUfwgp7wRyFgPwe05fVLpuYH+KaRcLkexWOTs\n2bMPvPfiiy/ywx/+8CN93jAl5ljHRSLDPrbv1fOGSM+rLL6icXJSY/KqiXAVtuwRfq7N0TBt9pNh\nlCJZJrnJPC5+IsB4SufkF8q88EqFA4JDmBz5pQCF18fI3k7x6skMx8+vIydtOkEfTkUg+I6J/12L\nilbAUG10u0uKGmLHIfCuRqxtMzS5w8TLmxQOR6i+HqD5s3nG2GCeW3QQyTDPDmM8WgC28GrHhhlk\n5L8sdiMUmSeDToAM8xT2dAH16kydvEL3RzLWNbBuV3H1LbCDYCTpCHXWrCGqnKHECN17gud+Juop\nsmOjWc6+tM256QoL5hL2LRdxBORxiM+IzCz42R8IkH9NIP+ajdN9dKpnmgrzZBBxyDDPFjPsnSP+\nMOy0h7z+JLHrN3wbvO/Brv27xnqHCGssUCVFiThdKnhGYGjgPBFPKKl4UfU2Fi5VImwwywgiQ6ik\np10OvWLRnO9y9zWVtdca2F2VvSNgdmkvdvvYYpbHe6WfBHaewTNMmTnWcBHJsMA2M/d9933dse81\ne1KAGBZ+srTpAlsFnffehWGlxVB2nWEyHIgUOZpwaIkJVvUUF1uzJKdiJL4SRxWS1OtppK7FrJJh\nRskQW2rzreVlhjdrzORq+HSDE8WrxFdavJ57gY52hhppQEekwRgl5lmlQ2hgvz4Otye3X3d5nUCG\nebaZ3sXKl4LQHErMZTSww0GWuHMzwtuvTxAsWJwJVDjprvOTK1Fu6Me4uSXx3usQvRuFyXmYnOfO\nepyqr++MqAAFdlP7B7uaSyAEYDINi2mmp3d4pXyRl9+8xoHCEtKOwf65Fb515P9jztjgdeULvDX+\nImP1beYbr9ExdTKMsUPyY8auP/fXZbe7cp/2lldYKGSZpItCmyRNbK8xmeYH2++lYzmiF70172LU\nS9y6mKSjf53PVBN8zqozNFzCrUO96XKQAvuxWasGuHh1iqVMDHJtMB/csyIOYxSYJ0OH8Cdr3REF\nhmkQ4k3hAGXpVdq3KzTulDm4s8aU6mcqJJNTJrkszlPDjwgo8TDR87NEPzfD3bcEGm8JUBDxRjj1\nsywkcDSwumAFEZwuEjaz5JnmKseyqwz9cw1rPYg4YxD4t22Ud0W6Px7CaThABZEuYxSZ5y4dImRY\neKbY7cqJIBkWKDDBvXUmDIM4j2uMY20ncS8ruCsa2mqB5aMSF14+RDA+xvt+m1smyJfiyGqcWsBH\n1dZxairukgBuBDI1sK5DcBncBkIKfKonTZQ2iEUgEoORRUifgu0NyG6C82i+vysn3AE58Th6FjJ2\ncBSpCGIClDmQhsEsQDfP/FyF81+tEZXrrPyjwy+2XmS1DW85MHvIYWHWQksNU9o8h71ylit1MC5A\n1FGgO4+jjqI3vOxK4RAIZ6EkRdnaHsKup2hlQlj/Zwjjdhuz3ASfAWE/BIPgyuCKpPVl5juvIZpl\nMsyyxTjeuoYH9ZOnvV/nvdGF4jxEgpACZdZm7LzB+Pkb7Lxnkv+FSbd8i2q4wpYkc2drkkv6PC38\nyECaFsdYJ06Go8EihyMOZSdBppVi2RrmM0MZPjO+TjDexYmAEAYpAGLAZWS1wMm7NkKlS6JTI2xA\nx4Q7jtdboWN7DeG7O1DRHWqtLL6bFgE9hJQ7ADsTXrzheeD8U0XPDfRPIeXzeQDGxx8cCTE+Pk61\nWsU0TXw+3wPvP4wS1NnHXWwkasTZZhIv/S9GfNJl/xdrHDlkMIyNsAVFI8l1bT8txyLidIi4OtvC\nHNfF07ScMDgwHW8TPbPO0W+vMylYzFDmyptprq0scGMtyeEDNqGvlAhP2ShRP86WSLhlELzdZdFp\n4uoVqrZLFxBVUC7rhK7ppP7dDpNf36AQSGFujdH62QRD2CySoYZMmTQ7jD7mblu9nw/OWf9lsEtR\nZT+rtIlQIf0QA13GLcqYxX6qZx2vSYwCTgINgU2SbHKi935fkR+stQNkESSR0YkCL51e5kv7Nkhd\nq2DpLr4Y+PZD9LTM6JkgU5Ewatak8EYXuo/21sdpsMAaEjY1kgMGev9aHyYEH05PBrsJ7kUW75Fz\n3++72QQaETYJsXnv/vr9CPrR4v49WHi4eiOqLNdH0wxS0MYImw1GkElMwPwrAo0z0NwxWH+jhd3V\neTAS59GD2N0/Zu1+ehLYefedoME+1rARqZHo7dfBc+7vrtzDTZBBjGGLKaqYNF2JuxUDpwxDboXP\n0OQlMhwLVDmWqnPTnOfN5gI/6J5gPD3C+Nlh6oEp8s1pFMfkZOwSpyKXOHfpfV5O3CXtL+HqJpRt\njlRucXLlFkbR5aZzmE3/OJYdwrWDDLktFrlLjThlhj6Esg9Par/u5XXJAUNJBDnuGehhhyEc9mt3\nuXZjkUt/t0DyrsbLiRWOhdd4q32WdXGRXC2GXZZxNkfglTNw7AyEVZA0vCZQRTxjafDZ9B1QEhBA\nHB9FPLPAtL/Oq4VL/Ma172OuQXcNpk9n2CdlmIrl2RZneTv9eYbMPIutd6kBZeQPYaA/Texmevfi\njfjZ3Wt9GnQ0euOAdhgf4M82OCUwAmAoeA40F9DB3KDbVFi5co6VlbOkoiq/Gn2X2RRUDdhqwrRU\nZkoqc6MTIbt0hCVnvHfPD6a3C7gMUWaRFWokP1nrjhAwQlOY5IIwxAUxjbh2CfFHF7EaRT4/58Me\nlqgEh1mTD7LjhEECd2QI68wZrN86A+0N3GsZKOwAVTxeFwKCXs2p7SBaIfyWQ8S22e9kOcct5ne2\nSBfBuutH+o8Gwd9oo4gK9vtxnBUH0BGoMkSFRZY/Fuz2yokUhUH5LiRB2oerj2NnJexrGta7Bvo7\nJTZ0mfC5AwhxkesRi2XZhlsuXAPPqaSzK+tCsNWCrQKMb8CBFkIafBUICODTQKwA/ijC9DxC9Ahu\nV4d8Dhzzkde+KyccaqQ/pIH+cHpy+klfxvec8VIU/DPgn0Yya0i+PHP7b/HFV5aQFYe11UNcv3AS\n25Vw2iKHBJtzw13CU2mKY8dxk8e4uaNzc7kLRho4C8K+3WrJORE+L3is4qYAt6CzBp3Xgc426EVQ\nuhAagVgvO8KFeGuTBfM1JHuLmnuOLfeFAXz2Zuc8/f0q9pxBhyAUhbSLMt9g5OxNDnz1Dr5cG21H\nRbqaQaXCDhLr7jBLHKTWy3AbFaqkfBoL8g4Hom0OxJtc787wC2OON505ZpMuozNVhiZUb6x8Cq+S\nJAQL0SY+q4LmuDRsqBiwZcG2tctxpS6oFVCqLupGnpCQJ8IIPveLHg9wHHpzT5/Tp4SeG+ifQtI0\nz8Pq9/sfeC8QCNw758MyozJD3OQoLgLle7N1w8AIlYyP699vI14JMlqSOTkCR9Ml/t3RG6y1x6iX\nz/BW89dZj0/RjU9DU4EdaJkdrr4zjmVOItJEpEVuLcTW6iianuTClVNI4jhK3KUb8OE2FZQbAfyW\nQtp5nyH3MgGqNPDUrbbjqby2W2WOJVRE2tTZZpwCAa5xEhWok/6Au73Hzp4IdkVGuM5xuijUHlCW\n+8ZivxtuP9rkx1Mg++OSLB4cCTfQgEYQ4OAYHBnHfyJA0l4lvVbDV9ExzN4n+6BTjJD98Qx324eo\nXM7imjkel05XIc0tjiDi9J477J3Rev//WTyKnhx2faXVHjju7yMw2BFawcN18DW1d55+3//5gDBK\nW2D8Sp1j//UOwzd3iLtddnwJ7rYPc7l4hly7juPWeTAiuEsedkcRcSkz/CHu9klg562LMunefmXg\nue09ZzcTQtp9LRqCySECw0OcMm5xunsNo9ZgpwxiW+UgO4wDm50RbhXHWbYPs6q9iM0RmhdEBElE\n84l0dQvbldn0T2MHZIrhSa4nT3Ho5G1eSLzP/uIKUhC4AweEDN96+YdMHzrC5cws1zdOUtAtrukS\nquM+8/26y+vE3nMTdw+zDu0lhG0V/9vbhB2dU1dzOK5LaM5k8XAFZcHhAC2+QoGb+RirmXlK7XnI\nD8GPLFgpQTuLV9vc6H3r4NSBvgPKD4KfoeEqowc15vUlQqt1OnehXIayAckyjC0DQQvWmjiFMoVm\njGv2C6iY1B9rnD9N7Ppyoh8h7xvE/RKTPg3uvcGGWoPTFxw8x5qDZ6APZK24DnTbQMnrPqp0kVwI\nOl4FcHIGhucgoen418tQyPGo8ZsOIgXGuMYJVELUSXzA3T5t7GB3r7aBLDgWdGVQU4wsOoz/W5Mj\nHYu06BIwLc6RwxJEWjEFJqEyMs1lfZbL3/XhXjah2ex9ls1ux2YFL0I/QsIyOdu8wsv5q0Sa11Gs\nFrYEkgK+kEPMp5ISKmj4MFExaQIaDlBgtIddkDpxHp+m/SxkbG9PuWWwb4JRh9Y4sh5i4rjNxBET\n34kw5aEJ2m6Mxosi6ALcMuF2F1QBz2mrsttINAXCAoRtGL8NSXB3etLHD24c5BmT4Kk24eEG3apB\n94YAVj9j6UE8dmWsS5n0B+A2iN2D9OT1k56sD1gw4qCMucxNqsyPV5g6J7MzNo8rSSRejXMu7pBr\nTZBrT1KNwO2fayhdl+L1FuxchNY2WCbe/lsGtwp2j+fdicIPIiAFIa/Ajg8qLqgumCK4SW+kYjvg\nXVKvIq0SP8CtyLcQ1TzlehhafgZ70OzF8WnvV8frSWOvQluGQhch2UZuFgi4Gif9Oc7GN5lIbXPU\nqTBhW5w1cphdEdVV8AFi0g+n5nnr1Clur1RILZfJNtKsGofR7FkulIaQhNOEA7bXCy8leKPSmy4n\np97nZPIy/qUqxi9Ab+xONe/fecQHwxEYi4Ie9w67pbKUK0B5o9dU+bmB/mmi5wb6p5CCQc/LaBgP\nVtHpur7nnA9DJYbvdd418eEJG2/+Q2VNpl2sYaaDnNznw90HR4eKzA3VebcV4P9e/jXeyn0dY8pH\nd1qBbRFuQivb4co7Uyy9PYOX5lnANES0ThrTSHDh6jg3VyQEScQVJRBCCIwgk+I3nP/MN8gQo4qE\np751XNiwQXKqzLpLuHTJoOJiUCBAhVM4mJgfyID6S/7BOpxfBrsdRqmRxEWgi3Lfuw6estn/rr7C\nFGB3XNJg06iHGaGAKMKhMfjGCyjDXZKGwNDdGlrZQTd73QIU6BTDbF+fZXXlIGZTx7G2H3qffaqQ\npkUUAXfg2vsG+sNwfDS7eHLYDXrG+9g97FocvDv34+HZV3b76ez9/x1U1mUgjL/tMH65zrHaHfz1\nLrJrYvji3G0d4v3iObqd69huiceN0KkwRIsEnpr3Ydjok8DOWxMlhnod2vv79eHn7W3ShTdf9sAQ\n/kPDnGu1+P32VVqZIjc0qLUdpukyDrzeGeFf9OOscYaOfQ6Hg7QuVFFvVnEEEduxEFDYEGfIS7Nc\n+7Uuyq+ZfGHuDZLTdQ4XVhCWgTtw8OAak58tsODmMd74Ha41TlFoyFS6IRynhvnYbtuDuD2Z/brL\n60RM+gpf30BvgN1C3K6gvLVNZE3jjJbjkFNCnHeJfLaLdB4ORFu4kTyha4s0fjZP6cpxyIlwyfKi\nQcYdoL9+YK9x3o+gKwj4GRmqcvhQjYXCMqF2jfYK5ExYM2GmArEVQLIg28LNVyjYMSr2Czh0MB+i\njD4b7AbX3f0G+qP4TX9NDpbQ9J2Std4xyHvcXQPdLILcgEAXUYSgDQkB0jMw/DlI1AwUtdIz0B/e\n1LE/wqpCGgfxEftmkJ4Fdn1MWoAKrg5mGlSXkUWHEy9bHDVs0lsOgU2Lc1KWw3IJZ16As7ASaGD9\n7CUu/0iGHQuaLTwDfbffhHd4sjxuVjjbWOLbhe+y3dTYtjQsESQ/BEIOMUUlTZUGEk1UvCi8iotL\ngVEqxHvYKTze0HwWMra3ftwK2A1vFFdLwaeFmDrrcPqsST4e5k5glrw+ifpiAMZ88HcqrHdALeI1\nVyz37lP3or7iCQhrMB6HEXBXencaAGIgTVsET7WJTDdoX+9iSgLuY3q27JWxfcf84+hZyNg+9fZs\nwIQRB98hh/2f7fCFz1YgLVOMLGAIARK/YnDuMw7vF0YpFU5RvSTRfrOFcKdMV90C/SbYlndgAcvA\nGtgSOBLcGYONMS/bwYyAGQTL8Q5XBDcFrgLtoLd9RSAKldABWsEJBK1E116H1iYPM8D34va09qsD\nTsX72bZAayNENXxNkwAWLwSynIhfZyKZJ2B1EUwLU8iSMEs4rkAAqCRn+dkXfpOf/95vYv9fK9gr\nK+h1hY6ziOHOcKEc4mY9iDgpQ0iEtAA7IDVsfnf+PzM9l2F4rEp3C4xbHlSDBrrkg+EkHBwFdxqc\naajnVBJqHkob7DpCn9OnhZ4b6J9C6qe291PdBymfz5NKpT6Ep/Cf6I9VMOmrksfw5pm6eEKrjKW3\nsHSTvBbgPWWUYd9B5FAMQkluOyfYsvfTqCXBp4OrESlVSLaKyJ0mNdWlpLp4y6zPHL2IcrPto9ke\nSMWVJAj4EQMRmtMR3PEIUjuAmDEhb9PFY0hB1yaMTgAVGRXQ6CLSJQL3zro/5ew6cKP3e5+dXX5K\n2N1PLl5N2U7v9wq7bLWvjAoICCR7CYQaAeokUIUkyEkEf5IFwWChe4kXC1eIb+2grVu4TVBGYGtk\njvzwAu9UTrPeCqPlKuB2PAX3Hub3XxNY+HrjNR5FW3gjTfr0aO/+k8Our/D3o9ePUgL7SmgIgTBJ\nsiTJoiFSJ4J6ry62f64AfgVCIYSIjV+CSFNFEh0YAkeQ0ZbDtLejsK6APWjkMvDTe93DTtnz2t7z\nnjR2H2XN9a+pb/B4WRuRiMPo/BazJ7KM3spg5WrYzRaKCZGIQHjBR2g+TDczQikzR7nVb1JUwW5W\nsZtVPANAwyWCQRBDCMJqEK4nKc8Po8eDOJPQXIFWAUSfjhzR8cWqSAkHzkXpLsfprqSgbePxmfsd\njc9qv74wgJPbSwW26Whdbhbj/KCzyP5olflInXjSgASosQAVeYI1+yQtPUa6eZf5aoNaNU69msBz\nRjbY22F4MDNm72tjboGTzhLz5jKWXmNLhbLruZi6gtfUGMkCtwXdMl2sHq8T2ev8e9bY9ddd3zDv\n4/jhKEKLJHVkTGrEqBPjQT4leIq7Gwb8IElIEgRFiAvAUJDGwRCNYozuVQEP80c5fAS6+HtG0iAN\n1OJyAw8/eLZyopcppDdhPQvvhEidX2X/QoaFRJ5EvQMySN0uSr2LngU9CqrUxlw2cddFUBXohvAy\n39zefSWANKSHYCyMPFUj2lQZfqNEedUbENJyoWxBoOuA3WaYHar4Kd8rC/LWVxflAxyRz3rd9fdT\nb4qLVobCBk7UpHXMJZ+YpxwdpeUmMIwQthNCsGSSzgZJ9xYaLepYqP21K8gwEYCJCOwPQVJGEiAq\nw5gfYkMg7wNnUsTyKXQ7IWwzieuOsTtZ4UHn0CdTxg72dXGhq0Izi1A18EtlYmMWdkzEwELvyLTq\nKZo7UXybGvNb71JdDVDfCNApGOxmH/R1ObuHQ08+uz5QVW8qTX8aiyzDkAtpB2TJK98T5F7tOfcG\nW1imhGX4vU7u3f6zHuQxz3LNudzLeLQtsDXMapfyZVj7b7C4aZDDzx6HAAAgAElEQVQcazNsqDg5\nb6R7wO4S73UVArD0Nu2tLqVL0F33Y7aiOHY/w7JF04SmKULWhWs+qAdADyMaQRrpBLYtYwuexGyw\nNwwhAK4EShACSYGN2Vk2jsxwI7hAdUXBc0Sp7DpFrw1g16f7u+I/p4+bnhvon0KamJhgeHiY9957\n74H3Lly4wMmTJz/Ep3wNeLCG3SOvOYy3Yb3Oy3UjwJvbs2QaSYTgIswcpKFPs11Kw1oTcjUI1Ejp\n1znYvkhQrbBk7aPOPnZTjQW413W4b3z1IktODAwJHBH7UBfzvwthFiPY/62Nk7fvJTvLCFhIWEg4\n99KdHkaDdbjH2asU/RVegU99z388GeweRm28WbsFuBeZ6Asa7/4lbCYocIjrlBjiDodQxQnwzyOG\n9nGy/RN+a/V15jp3CN/eppqHmAKxWVieOc4PJn+Lq0yx7TfBuYP3/AbTSgeV3w9Ks+vTNJ4RM0h/\nycOa2DwZ7AYbTfWPh1H/uXrRIYkoE1zhEO9SIsodDqAyyl6jWYKQAuMhSNng83Fv9Kcfb1ledaHq\nQtHt6aWDKbmDCsj9RsDg9/TPfdLYfdQ1N6iEBYEwqUiXUwvXOHk8T3T5DrfvGuhZaLZBGpMQvhBE\n+c0I0t+PIDSmoRXFE+w79BvseWCF8Wr9wp7xtDbqWZIvAC+BNQI7DqyXQa5BZAsK09A+CryCh9G2\nDO2+cXQ/Pav9ev/+8JT+uhPgTXWWjJnk68FlfjO8RDxieEF2TWG5c5Aft38d81aOoaW3SG6UWVKP\nUudI7xrvV3QGS1b6ThMbAZNxLceZ2hXSjQ2KRoOsu9uFQgp5ZY/IJhRbeFH5fvmGN07oQXrWvK6/\nzu53QDyeUlQ4yB2CqCxxoGeg308inlI/7LWC9itIMgRlL8W9m4iRnRshp4zQifTHK36UFM7BDBMJ\nTxk/NvD+M5YTHR1ub0CxRiJ6jYVjN5hNbBCzmzgGNEtQvAuVu1C9BSsC7JTwsoqtIDj98rT++hsG\nZmAyCS8FYAjcTXB+AGYO9LbnIxN0UDo2VrfJiFugSARlT4bEh6GPY90NyDGtBdurmHaZ7Olh2u0X\nMANhdF8A0XQQii7SXZOJ8jUOWf8vJfzcYT8qw4AMgh8WfPA50Ru3LYGv7gUxQ0EIToDvKNgTMlon\nQqeUxqq6ngFKlt1GkPDR1uCzlrGwd+qDew873E2cUgHTFvBjkqKK0QiwdP0Iy5cWGV/7CUczP6VQ\niHKndACVJJ5MgL2Zf33qZ8sM8ggF/CEvhfu4683j9QsgiV40XcWzHa/jeZCkCtg7oNXw3rQGPvsE\nz27N9T0HfZlqY9Rh+01oZODwLKhz4ASh2wC9A10TTNfbnh1gq2ZS+VkF/W4GO1vHqfYdm6XeGYp3\nbAXg9SAMJSExAckgQgykGNhFaKtel4k2uzl+Ip6B7gbAiUlcnzzKPx75GledGBuxFrvR877OfD92\nsDuu8zl9Uui5gf4ppW9961v8zd/8Ddlsds8c9OXlZf7kT/7kX/np/Qh6h74BqVkRVmoxVmoizJ6A\nnVOgh6FUhVIBzyCsILNGkNuEqeBDAdLsClMRT4iZA0fPQHU1gpZOyCniU/J0hixcK0AhIFOlSwAd\nPxrdho2aMdACOla97+EfNOjuj2Q+jA4DV/a88uSwexh18fAZpMEUT++aFUzCdGgTQcJF9stEJiQS\nkxJHfVleXn+bZGmL6gq0ayL6eJByNMiSPcqN1hhbLR8Y66R6kWRtIH1XxiTYG8yk4UfDj/tYB8ej\naB64RbFYvPfKk8XucYb5IO1thqZgEKZGG5AeSE336n7lmICyz8Q/7lCrBLhVGSYsdwj6NdR2h8Dd\nbVLbK2iUeyNdvO+RsQiio2CioaCh9NIaP2o919PGzrveXSdBf20FQEghuw3CRpVYewWrWqaYsxAb\n4JfBH/Wjjk6yMT9DNT2LqcTYTT9u4CknBp5Xo4WEjyACAQQoTnj1n2Ke4qjAbTdFvqqTa2r4Oi6h\nbWiqOvGDOQ5N3aGWalD1hzDFKLhdcD9o4NXT3K999UYgHDGJpzR8ISjao6xYB9mfMnk1soXqtKiW\ngmwtj3CjOs2V2j7iN+skNgqEK8v48OPV+u7GXh78Hk+xk9AJUiZMnXQ5Q+LOGm6lxnY9yDophtBJ\noyG4Li0baoKD7vTHtfWVusHn/Dh62rzuoxrF3v94/KhDmDa+e4bNIAkIkoA/5eJP2tgBH9u+OMlu\nEt3RsNBp6RLtukKp6UPrwiDf8KMT7Bk5OoE9Y83u/56H/w7PTE5ICviC3hikMpDv4D/fJKbXkQ2N\nUtVPIZfGaGsYkkaj6yPXDlCUwijhNvPzd2m2NZrtBKalgNArnXJHvCMmQVLFUqq0dnSKl6FugtqF\nluuj4gRxOima+RjGsh85ZxLXGmg46Ph6Y1c/Kv1rses3MXucLOhnCkhgytA2caoa1UqEWnkOn2Gi\n2E0ombhrMmwpKPUmYXubNnEkpkH0gS8EwRCpcZPU/gwzwU0ilTZ2R6RtBqmKQQKCt57aLR2xVCRc\nzqIVTDS7X+svI+MQpI2CjkYQjeAnVMYOltyIveu3EJwuit4m0uyADp2On8amQH5piMzKPNE7rxFY\nWiGoRXqDSu+X1ffzAY83BGgSxETq6ZSOmEYLBNFiQcLTFtEJC1kwsSoWZg40KYWmJ3E1B8Re2rwF\nuwZ//x7ul8FPe7/2nPOiAnIUUXJRmjXCm1V88Ra4Fm1JZscOUjYUzKCGktDodiNsq0nuqlOUl2XM\n5SKeLO3z8n5pSu95VP1QDSGFGwQnVMKTVWRfgZbdRc/52GgGWUPGRQc0hB4GpiLRGg5Qmo9yJ36Q\nn9ufJdN16do38BhLv8TqOX1a6LmB/gmkv/7rv6Zer5PNZgH4/ve/z9bWFgB/9Ed/RDQa5U//9E/5\n7ne/y5e+9CX++I//mFarxV/91V/xwgsv8Ad/8AdP8GoUvIhZEE85V6CY9FJwTBUq23hdyb15qTUU\nltiHj3GKDLHr8ewrcv1I0mAjMpsQVWZZ4f9n701j40rPO9/fObXvVSxWcS+uEiVREiVK6sVpd9u5\njqe9XAdzZ8a5nZlkPt1M7gUSILgXRoDEQBDEAZLvSZBcBJn5cBN74jVjO22702673d22urWTEsW1\nyGIVa9+3s98Ppw5Jbd1ypiUqgR5A6Cbr8NSpf73P+7zP9n/GjSLh6ykKeppm08nyxggFfMywxQxb\nyCttul8rULE76d6MsU+0Zt37nd6zNHq/W2Y/ovosZgbwo5jlPSpf+cpX+N73vveIsHs/OZgBMNAx\nyBBH4wxNgjSI4o9IzD1/i7mXbnPk2hLilTZCHoIGSF43F1sJ3k1OUGs1GEl+g3hDhkyJLjJJRtli\nDA0XYCdAg3HW6SdHknG2SPR6CQ/KRfbnNgPcZp/oysLuDHCT3/iN3+ALX/jCI1x37ycWdmaJnY5M\nhgAap2nipkHgruttgBNfTCZ+IU1kXGPxDT/5y+eZsCcZd2xRa+8QrX+XM6yQxMsWPrTegT1AjXG2\n6KdIksRDYGdweNhZffl29oJXYh/YxqgUwlx9rUTlVoGJxQITbZFBN8SDoLhCXF2+wJWv/BJrlwxq\nNQmrnH2/JcPiVNDx0mWcNAl2QQ6A4ce9ofHOazZuhs8QW9kiJm+ho9IFBLnIc4Ufcm6zwI9qp/mx\n/TRFtw+63wcji5ln4AG4PWp9NUnbRqdaPPviDuEjBhcbI1xsnodKBqrvkckH+HFhnLeYZrHjod1J\noedlblcnceAlT4z9EswHOazWXtdknCzjRhbXyhYreotqO8il9Di7hHmOLY6zhV5SWbttZkoLe2Tw\nVgZeB36Kuf8dJnY/r5j7XYUwt5nFgUye+F3XmA6E3QPxZ/IMvbhEd7vB9y6NcTnVZKC1RdzYRr5e\nR9YN6k0H8kYfB52FKCXG2cKGxhbjvQkVB8XS11bv5yXMIKrBY8fOG4HIODhjZmqsDF06VNjlVs3O\n7SU/2Z86WAhvce6FJGo0RLF/jJB/mLNscYovc2Vplss3ZylVB8yWCNEANWRm1pUCXErRURbZSuW5\nJENJM8vbcwRJM06+PYN08Txy9zzO5E3Gsjfpp8QWid6EioNr+t0edo9y3XnYZ1p/PzEnTOMMg78f\n+qIgxTA23WjVClIyCWUDTRNBGiLTnkbTP0ETaBAHRwj6hxDjMea9N/hY4zUW2oskKttUa27ebCb4\nUWeCsdVtxjtb1Dw7RNV/5Ex7k2RqiC1tCK1XaRigzTgbPRs7wRbjd9kJgf11937YPUo7YRGrmmN0\nwQshPxwLYTsO8WCOY1tJ1jIBlm6Nc6MUIGN3osdEMjsjaOICTQwahD7gffaz5nF2mCCHHwPw0ZXC\nJDcn2JLGSbzU5PRclaBWpfZejfJPIZl9iS3xJZSAB1xRU60rXwM9g5ltBnPmeYVD0VdXBALjhOIG\nHz3+I148donjpSyBpTbb6QBvpse5aYtxbnSL81NJiqVptjZe5EbhCHk07rSn1nnYCjZYSRsFr1xi\nvHSFcbmCq7rIymaVeiPIlew424QZZosRtrCjmlSTAQ/JEyPUPjZOcnuc5qshlKUu+o79wH2toMDP\nG1R9KochTx30J0xarRa/93u/R61W2/vd17/+db7xjW8A8Gu/9msEAgG++MUvUiwWKRQK/NZv/dbe\ntf39/Q/NVPlw4kDAD4QwrLLWfARUO+h1KKcxnWABAZEqDipMHfj7DyqRMzcLDxUSwmUWhEsIiwbF\nGwYbTPIeCXYZwYHCBBnU1S6t1S4l7HQY485SMBn4J+7sab3Vez4wS8lcwA+xDP+f/umf7l354WNn\n7EU3jb1N+M7XrQO3ScQTI0sMi/hsNCRx4tl1PvmrWwxXt+A7XYycQCBsUPW6uFJJ8BeV85zduswF\n4Q1iFMCAOkG6QIohNNyAHR8dpthkktvI2EkzfNfhQQZe54OxM9sqUqnUI153D4OdDFQxaJLFT3av\nV+xuMZ1WX0xidCFF4IjG0iUf39g6zzkDLghF+tmlT9/lFD+lywVSXEDr4eOjzhSrTLKJjO0Jx86G\ngAtwYlgRf1sEwTVEtRSm8nqWNSXDJ/BzBJHhKBzth4onxLdXzvPfF/93KF6F2hXuHBFmcSaYHAEe\nciS4yjkugSqABpvJSS4mz5HjNB9D4eNk0NFMfmSpxDOFNzi58TZq7f/iqv1jFJ1daH+D/bLtB+H2\nKPXVOrB6GR1X+Phndhj7qEaj+ItcKZxBvHQV3vOQvennB8kpvpw5DXgQSNFFpsIE5kwclftnzg+K\ntdfVSLDEgnEJYR1WNwySDPCeMUOZYU6gECVDqaKxWoFFBAp7699y0LvAD7jTgXmS9jq4v86a11UJ\nUiF0n2usvxOxeQzi5/Mc+89F0q+r/OD6KFpe5BnanBe2MW600G+0qeFFYpyDut9HmWMsY0elhe8u\nB/1++noTEz947Ni5QwixGfBMYygCVAQ65Ckbq6SrLr57c4jFi348/0bh48+nMeZCeKanCMf6SLDF\nGG8ivPorbNjnKWfGMWwCiCDIBoIERrqKcfk2nfIi2+S5fOCt8wS5xjTL7fMY7z6DcfkCJ/U0R9Qk\ndjZp4STF8IG/UHg8NtZKCHyQg+5CIAT2EYzgFIRHzCPBBmhLLbQ3k1BVYSqKMDxMtj1J1hCBJoIo\nIXh8EB/FNjXBae8/8Ur9q0xpGwg1g/VahLeaCf6ic56FVYFnVnPESNNPmjO8hSw8y47wDJrgBcPZ\ns7FJJllBxkmakbvshPqQ2D1KO7G/30EYgQiEY3ByGMdzAnHeYHYrSfKdYW7+YJp32wH4iAPhJGS9\ng2TFs9xb1v4gMe1FXFhnTniXGEXAoKEGkVMXSKfOkzhe4qPhHeLtDLubGbZ/DLLHT9r9HIqvD/wu\nkCXI/9cD7wuHqq/OEEJohvC4zi+88H3+yycvo31NQXoDri/387oxxQ/dM0RGFF4+l8aRnGK79DkW\nC/PAZcw++YMcRJZYE1fMILhHyTJefpfz5UuwBWvQOxNPk2aEcyjEyCD2ztiNgJf2sQQbH51n67+O\n0/xeEHXFgLad/faqpyRx/5LkqYP+hEmxWKRerzMxMcHU1BRvvPEGf/M3f8Ov//qv33Ot2+3mr//6\nrzEOzDYMhT4osvkwYrG4+whTZ5AbuFDJMU2OaYyuBrUqGHWQKthQGSDPAHma+MkRp37fnsIHS6cv\nws6pj+CYO8XwjVsM37jJcLXOKdaIU0NB5B3mUTFno1cIULhnvFUb0/iFgQhm3/cvc2+PF5ibocYf\n/dEfMTk5CXxY2IEVEY2RZ4Aseo9BuHyfkVJe2gySpY8yOQbJMoRCCBjG2eoQW04y+fo2WytOftY+\nwZCtznl31rRHPXuVHzjF4uBRfEoHsh2kssEuQ+jEsQ70TVysM0kVL2lGUO9R/Z8HO/jSl77ExMTE\n3s8fHnamxCgwQG5vPJKJ3cFIs4GXJoMU6aNGjn6y9D+AnVkB2vRn6yy8lWdgo013LcyKEaZw4jg3\n58bxtZsYi006SY1dBtFxYRm1Jn7WmaZK+AB2vVFZgMkt8GRgF6bIIGu4EMlxhBxHmDxeYebs66hy\ni7UrNYrL+zmc7Igf+wshKtE4lSt1uHIZminQWtxZ5XKnYW/jI8k0Gh6IxiAaw61oLJSquOs3UXv6\nKmEgAQm5xWQxB8kq5LLQuA4dc4zT4eqr2HvvEZqbNVLfsuFbTXPS+UN+09ni+czP6JeKNESbyWWJ\nwgDrDNCgiYccEeoPLJ+25KATatAmRJIL6MJRBk9XGDxdZqxjEF/OoySr2GWRb8rzVDAwuab7KFij\nfvZI2eo8GXudKWGqDJLDRZccA+QY4G52axta75Vcz04MUL9vJs5cb06pw8RSgRe+VWBxyc9OIUrX\nCxNDcGFA4Pruca5lj7PWGaBCgINEjtZ4KxvaXXZCwFxzTwJ2Zml0uJNhMP8dXI4wufosOeMY25U4\nP954EaVVIFProMlVMutw5XUIdmoMedcY8XqJdCpE2lVOBW9QfT7C4so4m0t+Kqt2Ths5Ths5UtU2\n12Vpb9jnwaLrhLtO3L/G8y6D6y241jYoaTVuMoYN731srEXq+Kix60BvfvT9xWzviJFhgNvoyiDZ\nukRZcILTC6oXdszbeOUCg4XX6JPfJlceJauO4Zt2MDC/g3emiBz1oEZk0kmBL986zmTVzkgnS7sO\nxV5Rhbv3iYcwQwddv0hp3kP+dITyqkj9mkqz4O7ZWN8DbGwTMzh0mHbCcgA7PRtbJ+xx4RkZIT7l\n5sjOMo6UbBaTSOBtFRhce42+1pvktjWysoaCnTunz1j3NdgndrFhWpku9ZPT7MxHUPuqhKnhQWYW\nLxFKeAIaV17vQ8+4qa9GqQh20q5h1IAdKJlMo+1FzHXX38Nt7X1we5T6ak5FCMu7DFa/w9FqHZuR\nYj2UIBiq4gs2cHpBlEweuUwKrlyE1SbUdSAsQtcFXf8eNvsZbRtm/3yk91krODBXygjWPAUIU+cI\na4SooSNyjfm9wKhQjSNeXsAIzLN1xUe3uA7dCmjWhIyDwYCDpLdP5UmVpw76EybDw8Nks1ni8TiX\nLl3iwoULD7zWbrfzyiuvPIKnsMh5BohQZpbrBMlxHYU8/RhSDVQNjA7odeyojJDmFNfZZYgO7p/b\nQe9GI+y8NE/9349g/7uvkUilGa5m8LPKEHlucpS3mUfC2Tui2uj2GDf3JQD8P5iGPQP8vx/wGTU+\n9alPsbCw8HM96weLeQzqp8gcS6jYUHDc10H30WKKDWZY5xpnKBNDIQxM4Wy2iC+/waRzi5+tnODr\n7RPMiCUGXF1GPXUsXzQ/cIra/Cy2lg2kMnq5hoSKhopZPlejiZM1JtlihC7u+xwefh7s4OWXX34E\nuO3LPnb2A9gdzKQb+GgyxSozrHGN05QJvo+DrtGfTbPwk+tMBSqsrp5CIEThxAlan59ELGrorV2U\nZPEAdqbxbOJnjRm2GD+AnTW+yHzaJwW7CEVmWSSIznWGyZNg6vgVfuk//IxOq4nUiFFY9iBhuni5\nER/yiyNUBgeoZOpQvAxqG/SDhDxwtyHv4CXJDLvCNESPw5HjnG3f5kXlqxyrL/FdjvJd5mn09LUh\nFXiuqINehmIW6tdA9gO/ixnoSHM4+ipiHowmaW7ukirbiL2TZW7ydT47+R7hZp2QVGNTGADAjsII\n65xiqbfXnabOyD343Cl39kt2CJPkGDkhzvz8GpH/uM6xygZHv7mBu1TlH5pH+aYyT9Vw9mbduukS\n4SDBnJkB+78x1+BhYbcvESrMskyQOtc5TZ74PYjs24kbPew87+Ogazi7HSYXN3mhfQOjMMrPCqeo\neW1MTMGFeYHbV46zWv3fWOkE6JLGLH81HYUSUZr4ETAO2AnLPQ1x+HbCIrl0E+kkmVWuExRUrqu/\nTJ4425UBiutDGN0crfpNRKVKehWuZGDOUWX2aIehQRF7ScVRVjkdvIH7+TZBzyjS4gDdFQ/POG7w\nn5zXeacbpygfJcV9HHRXjSOxVRyBEv/frsFy06CkKzRJIDB0iDa2DfflJjh4bxv9pJnjOqoSQ6kF\nKXeHQOuHhtvsbGuDT8ozVVhhprzLNeUVyto8kWkbR//tFrGPFGnadRpCnfTfiSzePM5kSuBZrUtA\nq1OS91g8CAODmKw6mk8k/xEv2f8UQfyuTDdTo1lw92zs6ANsrB9TZw/TTuxnaPtZYY4bTHhkosOj\nDEyHOJpbxpmTzVYLGXzNPFOrK8xsb3Ote5qyfBoFN/vB27tHxDqBYO+/FaBL/dQ0qf94AWZaONli\niF2OI3GGIte/F+DS/4iSWRxErWmogpuucwTVb4d2Fqo3oZUG4YsmAxrbwOr7fL5Hra9eItIms+o1\njlXS2A0/G6ExxoJ2fIEuLi/YdFA7kE7BlQJsuKHuFiAkguEyuZsOfA/7I2NNO2RWrnWxY4WOzZ1N\nBcLUcLFKjDwrHOUa83vj84TaIFw5D9V5uqsbdItrIJXBsMb5HvwsD5on/1SeJHnqoD9h4nA4iMfv\n7sl7sOi6TqvVIhC4u+/2f0asXpUuCiJ1IuhAFycGbdBV0C3WUgUDYW80WBN/L8K6L0FqhKmiYaNG\niOYdPcJuwIdH9zAud5hubzIql3DoCg5UojSxu2ysJkI0EnO0CgL6dhujavV7Htx4bJhG8N6SaBdd\nQtTw0yRNd6/IrNVq8eGLeUiUcFEniIrtPjNITdGw0cRPmT7aBNHxgccPgRBqUKBWFshdaSHs1BmS\nygz4G3jdMp5+lZn+Ci+dSpEKHSHjGaJe77Fq48bsha5j9R6ZzPc+HpyVsN33NScSIWoEqVMjRAnD\nzG/pOo1G40Ned/si4aZOpIedlam2yLFMMbHzUiZMGw/6gdf2nltoUBtMUB0ax7DV0WoSzmyW2VqI\nl51utpVRdsrDNCtOtK69R+pTY79H8EGjcqweO4sJ2s/dhu4wsFN6MXYdF13GMAjgDEJwtEG0keeU\nv4MNFz4gSYKCOoy3c5xmc5jdjgFSiSBlwpTREO+jr6Zo2GnjpI0bbCPgmkQTK8SjBkelMrfaZUba\nZWqGAw3o02p42hLYBMANoTC449AdBlkFrX7H/R+fvhqYzkCZps/GzvA0sUSNqUSW8dFN7A0d0Qfg\ngc4ghjJNp12m2t6hqXt7Jay2vXsFMbNE+3tdEDMA4QKnGzwuCPohHoGBMKHpLRJGi5lOhWmhgtdb\nYdZT5kR/mZXmONv1cepSgH2SPksHDlZw3En883j3OlMUnNQJofcCp/ebDW3aCc8BO3GnTll2Qo/4\nqI+NIvaH0RvLdNer+Goi020/5f4I3Yk4189/lI3SHLmbAzT28DDfBXjASDVLrAD0vQfTx7vuzICL\nokFds6Mj0gUMFNrNAO3dsDnZpFXBaZTItMa50qpgVNu4FAFZcNJQgzQ7QaRWCy2dYXi1xPlSlCnF\nxWltlQFplSG1zqQmIuIkTG3veC4CwbDK0GwT37Cd8FUBsRRG1kHWPdxZim3xHgiwtx88Shv7QY6D\nZWM91ImiGgFkVQY9DxUFFAm6Esh9aPoQTSlN1WbgHy8zO77BxEKRM/Fb9Cm7ZHI+MkUPxlqbdq6N\nVm7QQEZAwU+RI6zRTwGxNzKrA9g1lZFynueSyzhaMarhfpqxAdRmGzrW9BuFO50hcw7N4dsJs7Ra\nG/EhjQ+jPNfBPmXH623h7CoIaQOn00lwIYC35kPZclJOi7SFMLqQALxgKDipEWKbIGlqjFElgdof\nRhzz44tKjBkZxvQ1QvMxgiNN4l6JoWqRqFJDiOuIcQ2bP0SlNkO2EAC1N79CcUOnbDK3Sy2zhYoh\nTKe/BPez89TZeSznOg1Fd1LXo2RbDlqFEbaTwzxjXCGWqGKzuXAQRZDHyG4XuLJdoSAMUQ97wOmA\nbgRqCYIsE2YXTRCo2cZoukZhcAQGBxislkjs5piubTOo1+ga+668AxU7TZxoSJQRKFMaGqQ8PkDT\nl0Bq9SMveqBkQKfdO6cD1iz3A1VxLiRCVPDToEaIKupDz2x4Ko9Hnjro/4Kl3W4TDAZpt9tEIhFe\neeUV/uRP/gSf7/1Kwx5GLGZJhQoOVjiLHZ0a7l7BqszBWd4qdjIM0+pNKL87ez5AjiOsIuFihaN3\nHfgDwAh9TZkXlt/jM/90idLKDqV2DRWznMzvc+B9dgD3Z44hv9tB/m4Wo1rl3rmYlrN0r4NuZarH\nSFGlhdTLDr700ksfMnYWfjpFoijMYSBQJXzfK1v42GSSAnGqjCITgaAHxh10fALJElxaNgg0s3xO\n7jJskxl11/APapw/nsV73OD1peO8vijR3vVCy8qwHewZ/udHSD10mCDJNOuscJQK5si7F198kW63\n+wiwM6VIHAVPDztrvRwk1juIXYwq4TuCIHvPLWyycnSQzovHaJUFUhcvMpiSmGOLY74a303N8J0f\naNQaTozMwbFfH3RANMcPmter3I9x+DCwqzDJCs9iJ0aNKAXQmPUAACAASURBVAZO5F6mcoQ8F0hx\nlDbXiHOVOaTSHPalMyihPorZJJBkgCxHuP0AfT0ovcOnKkBHQHSaPFdhp8yJ3R1a3QZVzUYHGDIk\nBpSqOdzbPwj+09BJmKmBWsskitP3dfbx6auGOUauQ3MS0p9dIHxhmDnfT5B8RYRdFWFHN4NmwjSq\n7RkyuwItCbq6gzoRzMOPmSEfoNDDzs0KszTpwwx8BcEXg1gc+7Sb8DNt+s/XOVrY4ezVJWa2NgkV\n6ti9Ms9Fdhjsa/BaOsy318eoSiOYRJyp3jNbzMtWb+GdDvrj3etMqRBhhWPYUakRvK+D/rB2Qhke\nZuOXjtE8eZTi60ssv25DqZc5KS9T8oyRHjvLfzt7huWlIHW3jBlg6fBwTp1+4P/vlceLnVmhUyHA\nCnPY8VBj1MSujakbshkYUpHIoNLCRleU6ThtRJwhkvZptoQpRhdfZ/Taa8SSGT5WyBDy2wlIVWpd\nBVErc0RfJoRIuEdIZs61AEcUhAXQjzsxWqNwewGUFhjbYFjkqhbfx8EAERyujTW/6yJDKMQxcFPF\nB3rObJ1RC6C5QR2hhZtNDKoOL1PnZJ7/7E841pdhrnsL9zs5XEt2ukt2/EmVsZqKhyY+aogojLKF\nhxoxaih0KWAWqntbXQZ+dpuZQhlJ/19Y8c+THe+HVA46BfaZuUVMx9LC8O4zy2HYCVMPqicm2fzs\nHPp5CSYKePRdRqtZ9JSIZ8JD9CP9eJUY2f+hsZPupyosINvmQXeDLuExkkxwnWneZYU4HWbRxwaw\nfxqiZzK8pJT4lPoe7rgTh+bBs6rhvd1GrGnknouRi8bQ7EMYnlPgiZgOudKClgHqDig1UBxAHJPn\nIwLk7/gkB7Gr0H6Ea876/nQqxFghQaYbwLEVxXExiq+jMjd7G/GkB3t0FJttjvx3dZpFkY5zhnow\nCG4nVAcAPwMsc4RlJFuAFdc8zb5zcMELv+Bh5naHT/14laPtRVpqjay6T9Vq0cj5kZlnh3M0WJtd\nYPEz42x5+6i8JiD/qGYGp9S7A5fWmDhz7/PR6OnrNqscoUXoqYP+hMlTB/1fqAwPD/OFL3yBhYUF\ndF3n1Vdf5c///M+5fv06b7zxBqL4zxnvYYmB1SMj46FGGBEn0l7fjBkdtiHjRsKOQhsvFSLcb6yI\nWaBZoYMH116M03SiHQi4MBhs1zm+fovn1Nd5N+ki2XFhiH5CNgmfT8Q/FMR+dAgxXUPwVLlz5AZ3\n3FPAwImEhBlhNUMIKn6a9FPEi486x1G5yR//8R+zsrLyIWK3j2EXFwZhDASku7I5jl7hKpiH2xzD\nmCVOfdjDLpxHZdz+FvIVhVIJZsUqR91VIhEBx6CIMW5nZKaC91ib9a0inpIMea0XvW+xP5f1g7bc\ng4csHRcSDhq9o4WGDQ0/TaKU8NFCxIMG/MEf/AETExMf8rrbFzMLZ+9hd9ABMe6D3eA9f2/mtFX6\nhS7NYQ1pQSS8ZaN7WaBeV5jwFJn0FrmVLeIu6RiSADWrv/dgUONBB34N0+Dt42di1zxU7GQC1Egg\nMoIk2EGw0xECVOgjjpthkkyQIScGEIUQ5VqC+q0TdD0RyDaBDdy076OvpjiQcSEhICIhIhs+6MpQ\nqyNGGzhiCr6YxrhcQs+XqGhmLUIQeiEqp8la3T8JzQloKgiNEk5BROrp7ePVVwOrDUQNhGmNxWkc\nsyN5Q+gewXQD6mD3Cfj8NgJBF+3uKBVFxWjq0HWCIkIvcOl2uoi4oIOIS/WB0YfgCyH4gzj8QZx+\nF+GoTuJomfFn0gx/P4N7sYSx2URqKoiixmS8xNEjJYrCBd7aDUI5jnkwtfoVrRFJ9t5eJx/yXmdm\nrGuEEDGQ7sqM21Af0k4YRNAQQzracYPGsyAuQaYDwXaTEZo4bT5+4h7m7cAnaLuztMUsVintwwUi\n968R0HH2sm6Hg50ZQJURezbWj4QTkM1hx7s2bGoXd0vCDrSJUuEIWkdHKdjx7MS4nT3N7ew8p5bK\nnP7REs5ak4koTA+pSE2dbhNcnSbDnSZedX/QktqrMCj6XeyMu3CcGKH67gS6YxyEAgglMKwApCX7\nFWsC2iHbWDOD3sWDgQcDOxIGUAbFBooNB324iYHoo+KcohZxc3xum/lfusrJyjbTF5NwsUzlIuQu\n7U2h3qsf1IAYRaIU9+bOlLCj4MLTtTN/u8TUeoaJ48cZOi1S6A/SbnaQctZatCoOHHvPCxouuodu\nJ8BADvlpTgzRSkiovg6iBIIEdMHj0YglZPptBvVxL/XhfpzOPkKuEILhwKYJ9OsCE7Q4Qg6ZDi0c\ndGZsOI+0GT9a5bSS5nl5FVdbx74N8oad1jUX9YofZ9iDezqAQ/IgOEbBFTcz53IBpA5IxR5+fsx2\nnjgQwoGIgoGTLjrKXdj5aXAc5ZHra4AagzSkEaTUMNKlYWb71lmNXEMd1BFHfYQ9NurXhimE7Wi2\ncfAGwe2ASBi6Yfx2D0OODqrLQcNtR4r6sB2Rsc80ma3tcM67wbi4zU3BpFJo90bjOtDxI+GzqcSD\nLeJBFX1GIjPrIYsfu8OAcgPTHlntBzYENNzIuKgi40DChR0FPw36KZJhGHGvZe+pPCny1EH/Fypf\n+tKX7vj585//PEeOHOH3f//3+epXv8rnP//5D+V9wmRJsIQHmRQDbBPH6EWvAzRIsE2UEinG2CZx\n37LCPHFucAoVO2X6er81M0BRMoyxxBEpjZ5f5ZYEV6sDvCsn6Hd2mQ5uk/BBYFFD+WsZZV1Cz1pZ\n/LudT8sASsTIkgJi5GnQ2su2mofIgd71N/nkJz/J7/7u7z4S7GIUSLCNho1tEmQZ2nvNGgMkYLBN\nggwJzExbjGBMYPBMiqPxTRakEs8UIeqCsAuEY3Zaz3lojDrIbKnsvtkmuyIjrelQkUAqYfakWtkk\nC6ODxsk6LFiZOAAdGzrD7BJhhcuY0ekOHpJM0MJHjgEgASzxiU98goWFhUe27mLkSbCDhsg2o2QP\nOOH3YjfC3VUTHSIkeY4u5zliqDyjf51+bZOAsYWgQ0aGggFJm05HVEHrglLHPOxbmaL3k4MHMNMJ\nGSZNhNuHil2YDRIs4xFCpOzPsG17loa9n7QwhpM8DVKEBJUpV4b/7NK4Ksf4yeZp1oTI3gSb++ur\niW+UCmNs4cBgm1l2iEK9ACkJnMswWUHoB0cRPCtm5L8D2GwgejHbfz30Cg7aoJZxKVvE9PVD11ff\nRprRb91kajNH/6lVnCdV7OsGwnXwr+0ynf4eC+UMqf4ZtidnkXNeWLNDQcdMebbJx2LcGD2HKrgp\nlwcR1Cj2syKOBYFYaouh6z9mYm2H41caHHM1yF5R+dbqFJHdIMfkbaY9eaJO6B8CCi1w5TD3hTrs\n0XxZa0/GRZcYu4eOXZgyCXbw0CHFKNuM7WXRP9hOmGsrzzw3OM+E1OVccZtE+j2E2hKCbjqCXaDc\nEKnf8tB6LYSynENv1XvYvF+/8v3FtBP5JwC7EgkyeBBJIbONH6NShk2BgJ4nUb9JlC1SRNkmSm3d\ny8Y3HDjecVNqGtBsk9+Z5Yb6CoV4hcUZGBtpckb6CWelt2hvt9hdA7FoUb/CbQa4TQJNGyPaTWBr\njXO9O4Uk10Ar95xzmX2X3obZOmVOKzDXXe7QsYuxQ4I8Gs6enRjA2pOj7DJOFcHrYXvoOJWJcwQH\na4w6CkTLBexLEspV8OTM0LjFLGI56FY5e/sAAjWCJEnQMUKgbeE1UjgGUpy78GO8UppbaTfJZYsl\n3dG7kzXhwYENjWEKT4SNDd9aZ/IrVzmxWuXs+RInE2UGgznsR1W87R3i3/kxp1wBor4WwX+nkgzr\nbEU07KJB2CgRMLJ40bFxmlmajPN9bG1wL9XwX9zFrS3xrm7QJ0NEgXwlyNVsgqweZe5GnRN9mwxt\n5HF3JbDrIFiIW4HIIAhhE3mjjY1dYqySAQbJ0aR+B3aPT19TJLiJRwqRyv4i2/ZBFp0n+TvHKwQ8\nW3SDu8y5/jubueN0xo6j6SNgBM2PNAPMQ6d/nFL0RUK+FkftWY4Z3yaUKxL6ZpHY2k2qOxlaChQ1\nczXnGWCTBCG6HGObQV+N5vOjtH9hjC19isxbPko7Ou0lax+0kmky4MCFxCjbJFghR5xtEnfoa46B\nf8YO+lQetTx10P8Vye/8zu/wxS9+kddee+1D24wiZJnlEmGqyJwnRRCjl9EM0GCadabYQEdkl6EH\nOugFYpgDdixHyhx91ccyx3mbGXkdPa+znBe4ZgxwkVPMeeu4Ig0S/jL+JRXlhzKKIh3of79bTMfT\nSZuBnoMep4BBkwzDbPQGjZnPkX3k2FlEZwoOmvjvcdCPcwsbGm28ZBhnz0HvbzBxZptTE7c5mytx\nYR0Ev/mvMe+g+YKPnN/J1ps1Nv6iTU6VkXUDjC4mwUiGvb7XPaKvgw665bxbDrqZHxCRGSJLond4\ncNOl1DOAW4zfF7dHh12eOa71sPPc46DfiZ3loO9/xg5BkkyTYYxn9C/zK9rfE9BTpAydtGE66HkZ\nkuh0enwLZia1gsUQ/MGyP09URGWIzKFjF2HT1FfBhmwLknJ9jIajn7Q4hkGGGn4GBY0FZ4ZzgV0G\npSmSpTprnb2Pch99BQvfPiocZxk3Kl362cEGtQLUtyC+Av1lhGPguA0e0VyBDkwHXfBgOugWya/R\nAS2HU11jgPVD11f/ZprRrfeYvLJB/+d0XBEDcR24AYGVXaaLOUryJfTJ/8Lus59BXh8wWyILMmZJ\na4N8zE/hRABDdGAkBQTJwPGxJu7PNxl87SJzS99mfvUiF/xwVoW/vHaOb62ew1WJ8m9oYOvLIzog\nMgzstMGZw4xo1NnnPBCxqjycNBggfejYmSRxt3p2wk6K0b0Q1wfbCfMz5TlFgQX6ujdZKP0Vn05/\nnZs1nZuaTg3z6F5u2qjd8tDUQuYI6bbFtfHzixOZgZ6TebjYFZnlOmHayPhJkcCoKlDrEGCFaeMn\nTHEbnY+yywvU1r3UN50guMxuZaND3jtLwTvPUsyGcBTiJ/L8pi7zMf0SnUst7MV9Bz2KwEUGuMwp\n0tp5hO4FaE6jdwvoSrHH+myxtTvZr9hwYAXGnXSfEBu7wxzvoeCkyfNkCWMFsKLc5DgXsXn6aY8d\noTq3QHDwPUbseaLlIo6bMsp1cMtm8bTVNGLVUVkc2xaFlw1oEOQ2R8gwhE+XieppPAMpzl14k2An\nS/Wnx0gyiamzIUz33tJdR89OFA7dTgCEbm4wcfs9Tq7tctZhcDIKQtBAOGrgvZom/pMMfT6BC58z\nOPayk4vDOj8b1nC7uoyQxoVEjjgFTjNOhhF+QOh7ebx/UUT+fp1VdN7DYAwz5LBsBPmmcYR1/zD/\nZ9+7fNa5yVAmh1vqOeii5aD3RAiAmDCx0xcRjdv0s0YGsx1GoEGZvvfF7tHoa4pZ3iMs25CzQ6Qa\nH2NJmmO5e4wx9W0WjL9kzvka7dnfJDX7b5HkQSgJ5rKcBs5CeypBaeoFQsF1ZtlgqvAWw3+5wfA3\nN0gXutw2dAqG1bApkGeAG5xikDqTNHD72pSfHaH0f5xl69Vx0n/lo/hTDTSF/QpYCYsHwUmXMbY5\nxyWWmaVM3wfq61M5fHnqoP8rErfbTTQapVwuP8TVr8I9DK0ngVN3/KZGiDWm8dLuMfNafbomu7UV\nvdxl6D6spaYYiBiAnwZx8kSoYsWr5+wpnnGWCQtO1uQY7ykxOriZZ4O5WI3Qsy2khA317TZGPtcb\n//T+sT4ZJ0X6ASgSpcIO8OMD7hTcPV/1UWBXIsoyx9ARqRC54zWzZ/MoIiJlxhHsfQROigRO1Tm+\nsMVz7quckpbxH2mS/V9jtFY7tNbaNC+qtBpt8i43N6+fY0meZsuYpUMa8wBlB8Yxi4oDmI5Dtfd5\nD45psjby/Uy7jo0c8ygEga/SpAV8+X1xO1zs9AMZ3oMZbfPAb+BCNXzk1+3c+r5GsKxRzkMl6KR1\nsh/tZAzjphtjMQlVbw8TP/s9/Nb9Prh0VkckxwAK08A1mlT4cLF7WH0Ns8YsXrzkxUEMm8iImuG5\n5rtMta/gI0fQCaM2A49hYLfrCH7Mc3hXgK54QF/rPX0t72HqRmeXY0j4KBIH2uAPgT8Bbh1yt7GJ\nEFBAHwW1DI06CNbXoxpQzUHpBtSD0C4h06TY+x6LDFIhzWHoa60/wepoP45jVQIntukb2mb3+Ag7\nJJCjLfzLizxfyBKeXGL0xLfRB714gl3suxKKS0F1ydijTuxRJ62cSD4J1ayO420Jp9zlWOk6Z4Yz\nDDgdrOoxrlyLkd5xMtddJ2JUGaGKC7CLINgBmweEKBAzcabKvg6beitj730PUKT/0PY6007MHLAT\n+wGuB9sJK9hgji8ycGPgoF62kbyqs5hTyaxDUwHfKIxMQTDUYbO5DbcuQ74IshvTEbKCtg/Pt/Gk\n2Il97GTyBDBoACoYXZrYSTJKCzu79Js0TkYbQ7MO3yZfjCG5MHDhz7WIL+ZIlLbQjCssGV1sKoyc\nBs+Yh+3NGO9txenMRbgwV2F0usSmS2Z3Q4RSB7QipnMusk9CaO2FVm5Z6a272KFjZ9qJWXTsVAiy\n355kUCHECjOInSDlTAdVXGNRGuTvN/4dkXwT0aEhn9IpOaAs6gymFxnaWcTZbaABNh/Ep2FqGm5v\nxlhej1NoBBmkzBhlRsljQ0cWXCi2EPVIHPnEKDw3ARnd/KdatrYFGOio5BhC4RTwNk1qHJqNNaZZ\nVmOEuzvMNm5hKyXNiaEpCIUEJj9pQ3dD1NBwv6kwNpZBHbuGPagQ8VYR/RqBcJM+fxljqUhlsUTj\n7RrOrTaGqiFhauYuMdaIUyCIhzInpTLBnRwVUaNhGKjO3oVtERpWu5AERgb0Xkbd2EVHotzT1wIj\nlMgB7xyCvoZZ4xhewbKxAgYtVK1BVZHYMEZpGOfYzQdQbbugydC0g90JghvKbhrXRXZjXtxuzCGa\njQ3ESwW6zS4VXetVbngoEqNIDBU3p9lgylnlpK/KSMBJenWMG18+z+Y1H81dA9Qm++eVJvt6qyBj\nkGGAa5wmy+BD6etTOXx56qD/K5Jms0mxWCQWu3t26f3kZTiQ0X2QVIjQxY0NjQ6+noNuqrU1HzrF\nGB08DxhxtS9B6sywxjQbWI7UnKPLM942sujnIhO8rpzgDOucY5W5eI3w8yqdeT9KuYXx7i50NR7G\nQbcyrgXiqCwAz9511S7wV3s/PQrsivTTwofFXnxQSkRp40XARYcRBEeU0DmRkV+tMte3yXPqJY62\n12kdcZM+Hif/lRK5tyTaSwraNZ2S2M/18jNcNn6FFrmegw5msd4U5uivKGbvapr9ElmreM8qGt0v\nKdOxscsCRU4CX0PlZO9eD8btcLEzDrx2sGwfzPVlx9DdZFcdXMsLhGWzil3pd6G+MAq/egL+3gOZ\nzZ6DbscMbFiF2Q9/2Lcyg0Vk4Boqk8C5u676n8HuYfU1SpcwNqGPjjiMYRcYU9O80Pwpc+2riEYT\nuwu8IjhMWlizGlMToGI66JYEaTLDOtOsYlUUpDjBBufZZYQOMtCCwAQMnQCPDtm3EasQkMEzBm07\n5GQwrI4U2YBaFmrXoBMBRUZGJUsMECgwgspp4Jn3xe6R7HWxSbrnZ2hfEAmdfJP46Ju8536WdwZe\nINqf55eR+QX7NqOTS5w40cZtqPRN1XC3O3SDNrpBG+6GhruukVMMFjVYz4Dwho54RefEdJ1zs1W0\nMQ/fujLBd66e4GR3nbPdVUYoE6GNB3CIIIiYJQdCDJMgqcLBDKbVCyxjJ9tz0M297hyHsdfdaSc8\n9zjo99oJyzm3YzqC7t7nE2mUYe0y+N3QbYAkQ/8YzH4cBoId3n0jCZffNZ1z2YuZZ6pypyP5wfKk\n2Il97Aw6hDD2DtcqTVysM0GKITr4UFAxD98CptNXB9Kg2EF3ENzNMFO9xtFbt4AS1+kycRqmn4eA\n3cO7r03wne0TPHu6wkdeKZHzZ5GSbXZXdSi3QC9i2gbLQVcO/LM6s3VkHHetuyfBxnrZrxgzKBGh\njRuh46ST6qAUbnN9ZYCU7yT2mANh0EBfACUAqlfl1M/+Fq2UIthtYAABP0ydgRMvQ/K1OLcKJ5Eb\nKqdY5ygpAnSwo9HETY0IldAQ3RMJaE7CxbbZoqLW2HfQzdW5ywhFROAdVGaA0++L26PD7igtxgip\nST7SlKGcNN86CaFTNiY/7sRwQPiHMuI/KQyPZwmP1xAHDOz9CvqQQESo0PC6SV5ts/W3bTrLMmJJ\nw45ZQxAF1onzM04CKtOsM6OkCKU7FMsa9UFQhoCwAGWLV0jBXONVMHaw6hl05F5QSCBLAo3THI6+\n9mwsfXRswxgOAcQGGGmaRot1EqQ0H51iEKWRNklMNI9ZApkPw5JI0wmS04lT1BmkSExL0ijJZLv6\nXvqki4dNJljiBPOsc5ZVTrnKnOxr4wtE+NGtUa7fPE+h3KFT2MG0EQpYdvkASbAMpBiiSAgJFwqe\nD8TuqRy+PHXQ/wWKJEkoioLffyepwx/+4R8C8KlPfepDe687x9XcSbKh4OyNGXp/CVAnQIMYRWwY\nyA4f/SMdYiNtBroyYkVDreu4DZl+2kRGDEIjHqRjblaMAI2dPrZrEVS9yX4U/8FijvoxHTfzvwcD\nB9Yh7k758LET6OLZe467RcKNhAfsQfCM4IjEGY1scz6wzRmWmK5uEenkqTgj7Ih2NrIjbJSP0Cra\noA4NcZCkfIQ8MQzKmBk2az6yub2bm3SP/9MugjtijnqSZJBl0Jqg18GmgsuB4XTRluImmypm0fud\nYpmOO+VRrLt7sdvPZJvY3R3ptq4xM3IONIJsEaJErJ7E2zBp+mwG6DY35cA4hfgzlAISir2DWWlg\n9Q3uZygfVgxE2viwqNC0e7bWx4Pdnr4KUbB7wQm6Q0Sx2ZFFOyIiug6CCpoOnQBoI5jjz9adUPUR\noEyAEjHK2HDQYggL2zqjFElQEUbALoFDxjEexXHKhyfowK7YULo20p0AaSVIVWkj6Q08Xhlt3EZ7\nxoV804VRdELH3Dt07HTxAvTmLjsOYPW49BVkNYjcHkeshrlZ6ODNaFwTz3ItMk9iKkW+OYUcHSI6\n1iUsLuOX24Sp4zYkurIDqeVAzitIWQWjYXB0CAIXbFQJUxXCOMfdGCf7wO7BV7ETS7UYr9Y4phQZ\ntNVxecAWtLFbC7C5FOTmdpR6y/4ADMzvw8TOh7Xf3GnSH99ed+9Ys319fX87YQbSwEmAHAE6DEs3\nCcsF3NYtDCDsozMTpBkaRLloh1oVs0Jov9z/55Unw04ctLFW65cVhNFQsPUqmiw5aP+sfV4gYLQI\nqE1iahFbO0sdjTqDbDJO95SCP9HBFnMSzLiYTLfx++10G/00qz6UlRbcSkO+AFoN8/uwxpW22K+6\n2t8XzZFwh4/dvXZifx3s2QlNhJYMrTylUoASbmh4wW7D4ZYJClWCeolqN8K6fgG3ZwaCEBwxE540\nYTs6ReX8FP4jeeJsM45KnX7yBCmGJigsh6nFFEa92wTPKmSUCGklglqKQqsFbSe0uxiSTBsHlsOu\n3TWB4fHa2DBdpijZbNQ9/TRDHjrDHjpHPVSPBynPBXGi4L6dJhLM4XN28BkdjF4cvNsVqK9IdFbs\n2NIqQbeCO2QgdECUQNyLI5oOtos2fZQYMkqEdHCoYOs2ERoZUFw9DhirjcfJXmDDBrj9GE4v3bYE\nkmUn7Ownax7HmjP3XFNfHWCEQdVAyoG6C3oGhZo5ZtiIQNeAbhEz2OABfNBsAg3cpAiwQ9y/ymD/\nLnF/g6bNPIVYdXs2dALIDNDGFfMjxabJuQZx6m3Ejpf1SpBcRaKldEA/OF3JmrBkiY6OOfWm9cAx\nu0/lSZSnDvoTKH/2Z39GtVolnTazov/wD/9AKmWO2Pnt3/5tyuUyZ8+e5ZVXXuHYsWMAvPrqq/zj\nP/4jn/70p/nc5z73iJ7s4Ut+D0qcPDOsYcOgxAAFzzTPPpth7uUMwq0qmz+o0810GFaTfE6sIczH\nab18gl1xgNzyALurEbY2JGTZ2nju3Yj35SLmoaXR+/k29EbLmBHDDvCXWJnhL3/5y3zxi1/8kLGz\nHMWDY33ull602OWFeBz7yCgz8nU+ceNNZl3rRKUSalWlutVgZ1vj9vpprtd+kborBiGQHTYqNTdG\nbZU7Z4NWMZ31LGYGpAU0wRWA2DCERqGiQ1kHuQZKBZwa9AVB+yaoPwJhp/cVXwK278Lub/dwe+ut\ntx7TurN6wt/PaT5YLuvBQ5cJljnCFgtikrNiA7cBTR3SipuVwiQXVz9COb9DR06yH8ywKgq0D3i/\nu+Vh1t3jwK5HDCho4DDADVlfnCuh09Q0BbewgrfbIiJCRIDa/8/em8VGll3nmt+JE3MEY+TM4JBM\nMslkzlmZNUqlyWVJtq6ktu8t9LUsw75tN9BuGQIsoA0YkJ/8YLv00IDh+2C0feuqbUu2BEmlUksq\nS3JVqVRTzpVMJpPzFANjnscz9cM5hxFkzqrKQUAuIJBMMoZz/th7/Xutvfa/vNCaBjwi1NywGqSX\ndSa4gohAlnHW+DA6VYiUCFAmDKIbXAPgDeCcEfA9V8EfzGMvNqgmbLz9ToQfb03QnUsw0VjG31ek\nddpJ/jkf9ZciqJszUPYD3wBytNvnXEZve6Zx/+arYSngHNSSHq7FD5JPhUj391Du9VEOeFl5fB8X\njx1hWIwynIjhTVSxr0sIKQ27LCNKKsmsylpGQw5D4AiEP+fgqmUf25YZEmEJZ2+BYL3M0XqBGTFO\n6Eqe0FwDL+Dsh3rYxtlEhNd+OMFCapBEtm7gYZQ9Y7a5EoGz6GMub9zANfT5z33E7ka+7k78397X\nW+lljgnWOCKs8Zi4yn6LLpKUVqDpDHMtOEk0MErC1Yu+4JWNezerqj7o+Xqfxt2OaXsed2I6fr0k\nDY5VydLLGofQq6i6KbuKNMNJxkZTTB/LcKR2lvcqcrTUPQAAIABJREFUxzjznWOslvqJ5yqQm4NC\nVk/aEkKvJDLPn5sJEFNw9G10fB4m7G5lGu3jADGgBgUnLNpxxYuM2a8wbp0nm5riWv3ztMJemAJ7\nH8ymIfR9yEwLaJ8VCAdshOnDS5ko0ywwTXzFRuI/BMJdcZ58cpbRGYVXbM+R7XuOynoENv0QK8B2\nBtLfQJ+jhiInV9H5G+4/x+raArLTTrXHTWYywHa4n8ThfuI9g8S6B/A3S3zk0JtExKQukeNBP7Af\nhkZVI/62zNI5lfCkxuRnwbkG4mvQmoVYA2JNCBgH56zI9JDHJoLPB30h8ClpbNtXoFaFiukLTJE9\nI6lnt4P9PbAL0Fwxrv0S+o7v/eQJvXPGjm9T61BP6se2pKxRfVKhvXZoGs+vYSYhzUcvV5hglmPd\nq5x+Is7EGKy+C6slaNRM/fo6R1hnRiixOfEE7z3xKS7ULXgvxRC2Sqw2bbSk9wy3J9FOblhpqybc\nrT95ZA+TPQrQHyI7d+4cL774In//93+PJLWzqN/5znf47ne/C8AXv/hFAoEAzz77LC+++CK1Wg2A\nQCDAV7/6Vf7iL/7irj/XioTdyES2sCPfslT91hPdioQNCQHN+MmOlyp9JKkLAZasw6S9kxwem8V3\nqorUqBO3W1AaNQaFbY5Zk1wbDHHt+D6uxQ8w/4Mhtn7sxcYiThaR0WhhR70u8xxHd9rn2b0onEdf\nuAIcQy+lHAUWAXjhhRfeF3Y2WtiQ0BCQsBnYmeegb4WVHkhaXV48ETvhAwrjapyZuYsMOZLYHJAt\ni+TnBbauWFmtjrPQ/DhF9xg4RXBUobZo3Eej4/PMUnY9AWClhp0aVncflsgIYsSBGFURRYVGy0dV\nddDS5qH+Tcj9T8PRm3aFduBvYtcPbPDCCy8A72/c3Ri7vdYpUnZzTO3GOyhYkLDhtNYY9ixx3P0a\nMw2VybqKVYOSCA2rnWpugGvXDqMmNaOli6lt0M48m/Pi1td3N+Pug8Hu9vPVDNIbYClTsDtZdQ/T\nqqXwso1PaktAVS0NrIEs7mAOySsgiT14VQt9Wp46fpYYZ4mn9fNzVjtWew27o4LfpWBzO7B7fYT2\npwkeTjPoi+KKV6jVRZZkP68mBznWaLLPasfdI9I84iX9sTCVq/0ormFgDfgn9AWMaXPGQ+jAbQrQ\nF2YvvPACoihy4sQJ/uEf/uGucLstdgUZCnWaCYmtSpitUjdMCDAJ5QEbK6FRujzHsaShP51G3qqh\nXhHQNkUk1Y2kuokXJZaLErYjFjzDDnwfDiAzTY7HqFok6mKWkWqcmakFph0beveAjH4VrnHIBUTi\nV/28Pj9IpuWiRZl2yWKnuGMC+JHxLZo2bzzuJ3ad3RPM+Xl7/2dFxoaMgISEAwmBoDvGuOdtDhBl\nX0tiuKVrR2nAli3IVtcBln0TpB2m1kaNduWQ3jbNZlyjjPWh4ok759hOXZAb49fmWAzsnAbHblPH\nyxI9LHEchDFgFNEWJeC+Sqhb4dhUgkNanJVXTzD3xijLSR+QRiCLjQp2ysi4aGFDxY0e+Jhq5Ang\nXfTE0IPm2LsxM7kgYyeKjU2Uihup0oWNIgEuMMhFUkyxwTMU/aOw3wJ9ApzV4IxGcChDaCKDfaKJ\nRpS6RSDnOULMc5z4ixmSF2IEHTEOHL/Mh/blWXFP8h/9VgiGQeyF1GtQfxH4Fru7z1w18OvE7n5x\nrD7WGpqFJF6WxV7W+yZY759kwznKpmuEHmuGwYkU+/wb2Op1rLU6stNOy+EhVbCztKFx5YzGiWmF\n8Q/LhMdVbDmNWk4hl5aQ0xJ+CngoYEUPu7028PRa8IyLeKN5vKtzuAo1JHqQCdNuraZ3qoAEFF8E\ntdpx7Q+CJ8zEKPq1aU29LVzL2AShxO7qB3MNphi+jvaa2LJCn7jMcCDB6EiV4QOQXwWr2PacbrHJ\nkGubPneKl0ae5bXpU0STPri0jJBbx0YeB5cQ8dAigLpTSWIeFWj74TvzjY/sYbNHAfpDZH/913/N\nW2+9xR//8R9z9OhRtre3+du//VsqlQrvvvsuMzMzAMRiMd58802Ghob48pe/TLlc5oUXXuDll1/m\nq1/96l1/bg9pIkTREIgS2aU2frcWJE+EKA5aRBkmyjBJBphFQHb1kQucQusZorGwTul/FFBXSkhx\nCZtFbyM27IC5a1ZW/8XBakGhtJrCRowIs0SYJUuQKBGKRilx294EtoDTWAnhI06FeWRUXPxXqjtn\nqUvG8zxAkS996Uv8y7/8yy+NXS8pIkRpYSdKhDS97F5k3cxCwAg9PoHHD1/i5IdWGbx0lsX3qtQc\nEOmHVtBH5unDrD97mNw7+5HfKkMtAwUfWAWomQeIzfOBLdo7BU7AbXy31+gJLdJ1MkXX6SsEVsr4\nV0tcde7jbOgQK9/6B7TcBQTvHxGSm3gbbxHTVpFRgT8CzPNbJfTdPPizP/szAoHA+xp3N8Zur5kY\nduJpZtp18hENBfVhohSJEKULe8hL+Ck/+04F8b9bR3mnhk1T8Q1Ady94Guhr9A0B6iaR7VZuN+eF\nioUokRv2WzfHncBpQljxsk2M6D3F7tbz1VhEqBJUt0CtYatG8ShpvNRwISGihzVJgMQK+976LrJn\nhWhsmqhrmqSUY1aSkFU3OaZA7NP7/IUdhMdjDE/GiQS2GapdYKhWw+2v4opWGSht0T0XQ5qT6LsW\n5WRL4ZA/x4HeCuFxB5lAL9uMk6YLiRrw3wEnIk8SAjysESWhC2HxR+jKQQAfR9+l243dpz/9ac6c\nOYPVeuc0dmvsCsAiNNMQ00DSIOaAWQcVHyy7+mn6n6E65SM3FSQQW8JVWkWuqGyfOMn2iZPQTEAz\ngWxxsVkYo/rSMJulEFvlEKJbxBMQWAyWWOme5MrhdaYac0wLV+myFBH3gc0lEalEObmksNJqEMVK\nkTD6ot5Ke3fmNcCByElCWPAQI8r2A8DuRgHljfxfZ9CuESRHhBgOVKJME8WHdiSM9uQM9bqb1Jk4\n4pU0iqrfSRQvKYbYYoTijnbG7m4LNiQiRIkQJUv4NjzxOFbC+IhR4eo954k759jbc8dujh0lyihJ\nBnWOxUmOfsABVg9Yg/TIKxzNLjJVWqIWcPPWsdOsLfZQd1TR+aKMjTIRNoiwTpYaUbwU6aMtLqoB\nrwIbwJNYCd437G7NE51++9bVGiIqA8QYJkaRHqJMUMfPOqeoc4AEMzSQwVWBfhcM2MAtQUuicdFK\nXguxFDpICze9/iTKUwLBpwo4WWWAawwLCRAhZhukaPehOi36pdWBtf8bam8h8ElCgJclYmw+YI6t\nAznSiQa/eCVENHqIvOsIedcRSlMhykc9VMMeXvU9S0oL0fPOJXreeY+8dYzowFPEPWMkxyUy/7uE\n/FiaRjBFSKxj/3UZobtC4+cxul+PUdL0u3IC/QL0uUXEw162n/NifafJVG6BZqFOlMMkCRrXZQa6\nXmj8EAQ3Qtd/IaRIeOvniWlrHdjdL19nJgzM8aZ1XKtZwdNp+lwOkjF8Xcea2HuYWf9hRGEV3+w7\nWFaukFkyTh4ar7YHIHQERg5DsJXC9vYcxIIQz2CjSIRVIqyQZYAo+ynS3XFtu6sA7bR2fGOaHqJE\nKO3g9sgeVnsUoD9E9pWvfIVvfOMbuxzJ888/z5EjR/irv/orvv71rwN6D/R6vc6lS5cYGhoC4PTp\n0zz33HO8+OKL/OEf/uFdfW4PaQ4xh4qFOq73FaCHyDHNNbxUaeEgyigpBsjSj+YcQe09iSccprn4\nBqXXCwj1EpKk4bJA0AERDygLVlZmnay1FBQphYc0EWZ5jHMss58CgRssvJ4Cfhuw4KbIUarsw8r/\npI7K27TFzt5Ad6j/C/DP/MEf/AGf//znf2nseklxhNmd8z3tAP12JUVBYIpuX5aPHHmJ3/rYN5lf\nbnLtaoO6A/wqKL0+sk8fZ/3UZ8hZrchzFchnoWWogWp29FJPs6zKDNRNgR8/PVQ5zDUmgnn6T67R\n/xtBIle3iQxu84O+T5GYHCQ6+H8iv/kMwrcsTKr/nVPaT1lglJ+ygsYvDKxM7PQd5ueff56TJ0++\nr3F3Y+xuZHvxNNv+6At+CxIDJDjOBWK0KDKDGOqh+6N+xn4viMsK6pUmgqbSNa4H6O5t4ByQFnT1\n8uvO2+vz4jBzSFip4b5JgP4U8J+xojHJWU5x7Z5jd+v5atyLIkFtC+qr2CplPHIJLzVs+gm5HU1w\nLbHCvtQmTtsiLfv/RtT9G6TqMlnZiYYVlX1g7YOwE/Y7CX8oy8zHSzw2MM+JjSsc35hDkDWEqIZ8\nTaH5c5nCewq9UpSTcoIpv8qBfQqO8W42g30ss58MXiNA/wzwRTxscYg3OUmGC+znNa7BA8GuAFSh\nadEVmLdVsHjB0kXZMkBN2E8seJTcHwbZfraHHp8TfylPoyIzN/Ukc//1d5gRZjnMZcrzAc7/5Cnm\nf3EQJZZHieUh7EWIhPEchf5Pxhg4HOVzgsh+9yYOaxHGwC60iCxGOSkm0LBQoJsiTtoBOuhz4UPA\nIB4qHOLsA8TuRr5u7+86E2r6gjFElmmu4qVJCz9RJuBIGO13ZqhnHKRSdZRLaULoQlMCXpJGgF4i\nhe7rdu8AmYvQxzjPMhO34In/DNhxU+Eo9fvCE3fOsbfnjjbH1mjhJso+g2MHjDnrBMEOVi84g3TL\nTQ5nl5gqLnOu/zjnJ4+x9paHhsPUdGlgp0KEdR7jAstAgQhFXOgVGmaA/iy6iJZocOz9we72PLG3\nguPGZkFhgBjHOU+MMYqEKTDEOuNs0YuCAwUZ3GXotcKQCO4WtOrULzppXOmiZOlmlUl8QyVmHJeZ\nOTVLP2vYuERAqIDYT9w2QMmxJ0D3/x9g+b+wZpeZ5CecovgQcGwdyJJOKLz5Sph3XrOiBk+iBk4j\nftKK2Nsk3xMg5wtxyXaQyRgc+OEim9o458c+z+ahp7F8pIH1wzUargWq7gWCgTyOgRbefWkGMjL9\nP4+jatrOKewBYMhtoXjYy/Z/6sXaKnLgzCISVWoMktwJehX0nfQAaL8LHMFag0n13zillR4Qx5qi\na52+TKIdmN/YD4bIMM0VY01sJcoQKe9Rsv1H0ZSr9M5m8GSvkJWhJbffzeaH0CkY/axG6PtpbN+/\nChthkBXsFIiwZvi6AxQIUsRLe/d8t2CmgybDbHGSCywwRZ7gowD9V8AeBegPkT355JPX/W5iYoJD\nhw4xPz+/87vvfOc7fOYzn9kJzgE+8YlPcODAAf7t3/7trp14gcBOL8QifiwodJOhmww13GQJU94l\nVHNzK+FjgzGcNMkTQs8g5ugmi9wskck7UKQ+WtkUtZKEQ9H0gMEZ4Jx3mivhad7NDJArdSE3VdAp\nkzRhFjhAkj5qhqDU7h3PyM5PEjZS9OLhIA6Wae3qkzsPHIAOsYz3g12eIKuM08BJmS5stHawKxAg\nQ7ehLmuasVi12EC0IzitiC4Nm0uiy6LQLUGh5uc/NropCwNsSzkGtl6ncTlMptoNVEBrgOZCP3/Z\n2a1VQC9HdIKlByzDFNQEq+om7sw6g2836Jc3CNcL+BpFHNUUxNbRkkfQNq+hKSpZWiwxRgE3Inlk\nMnuwGwFW7wF2fmzIdJOmm/RNsDOts52aLvaUpYclpsnRTw0ZVylD8WKeeFeFwmUfhWof3iEbAwdF\nKpEBEhULpBegnAC5Rvt8b9sKBFhlHyoWSjcd/xH04lqVLGGWmKRA8J5id+v56iPLIGUCoKmgaaTX\ne5l7dQy15eNQJsmYe5WkBCkZ/KpMRJAJyzmibIAyR1Cao1u7goydDDWatiLTw0WmHy+yz7vG2OVl\nIudXcafi5FMVlJa+Ya9FQYhDra63hFqgG19PicbhDGrEw8byOOeXHmfrLDTKBfQqkjISCilCLHCA\nIoOIpFEeCHYesvTqvk5R9YdRWq7XadioaxWS5/Lg10gsjeCOfwSpoLF1oZusP07FsokkrCJt+ahf\n7KG65oB8GUoVUD2g1tDcLtL7HEjD+4gpEZL7+tBcAqXuLlI1F5ecGlcFlTgRavhhR/xNRD/rWwKG\nAA0JCym6WWDqPmJnoUgQCxjzNXUbnrj+bHWbJyTyeIEarCQRfhKlUM6RiIawCoc47cwQcWawZQUa\nPxUp2S00FxR0vyfROWdlrKTpYYGpPTzRafp8BdXArue+8MS949gAoLQ5FgcZ+ijaHDAkw4iAZZ+G\n3SEhtPTXRu0R8iJIgoApsiUjGtgdIEkvNVTaklWmSFyEtnjd/cPu1hwbJEPvdZ0+bmQqFsNHT5Cj\nhxo27OToIU2IWaOlVS+tdAQuOGDDBhsl/WyxIqBJFmSHF9kTouT2EW9GEJMyjkIZq1Rm1BpjuKjQ\nt53Bu1nFEtVgOQ/xNLS80NxGpUQWN0tMUMB/nzl2L3ZVMlipq36ajQA0/aA4oF7EckFAtLVQL0nI\nokxNsqOdHaOce5qMNkbSUkPmKn1CnL5sAkSJJbGFrTeMdSRArxIhMLjN4BMCloSGloQuO/gGwDLu\nYsU2w7mVx0lvJ8g3V4jjorQrIWT6XgUIgbaNqshkEVlinAJdD5BjO3jiDhJqJbrYYBQnDWO+qgTr\nK3TnkvjkJOtlK7XGIZxkcJIh5FDodoHL3sXKxhhzPxvj7FwfpawVmg1AQ0YgTbcxXweoYUefo+a5\n891VOOaaeIEp4gze0Xx5ZA/eHgXovwKWTCY5fPgwAPF4nFQqxalTp6573uOPP86PfvSju37/ND3U\ncKMhUMONiMIgcWa4SoZu5jh0x4uHPGGauBFRqeICVPpIMMNVGg0fc2mJdG4YqRWjrkpGN3QoWMNc\n6PoYC72/RaqRIp9PoS9E1Z3yrBwhmjg6lCh3l02a1sTBFsPkCNFgAT0TC/qCowoMfmDYpeiligcF\nkRpu7LQYZotDzLHCfmq49wSZxu6vaAGHgOqwIFlttAQnHkFjGJlLpSBvtqbZTgcYuBZjzHOeYvoQ\nm8VDtFvrmCJJZnmVxo6IieAFsR+s46TlEjWtiD1h5cgrCwQuJXENtxCGVdRsAWlzBSmuoaX1HeQ4\nCkUOISEi8wva5WMmdj10EuAHg52VGl7syAwT5RCzN8HONPNMof79q1iIE6FICAkHVWTEXJbMaxlW\nZvPMp/u4WpzGezjIxCEH9nEvW3MWtNycLpSndPYMbVvnvLi1+qmGCsTpp0iXcdbv3mF36/nazxwu\nyjsK13YSyyOUfzSBRQhzPDnHAT1OJKvoQnH7rVCy1Lkgb0DzXfrUi8yoF2jgYo4iBds2j4/O8/xT\n8/Ss5LG/WkG7VqVar7NWh5aqP5wN8JehiZ0NIpznEMGeTUrHmjiDHlZ/up+zrz1JLb1Es7iMHmzK\nNIEtBsnho44ThdfQW4vdb+x6mcOxx9eZOyQyUEVtOMmelahuSFgrQ4jpKVRJpP7zCo35q0jMIvMe\nat2DVrBBuaaDoypQdYLkRraFKQ2O0AwOsT02QHy0j6LfTdQRYS3dzWW7wnuCQoE+qoTR1crd6EWi\nKvr81wshm1jZIkKOIHVc9wk7CzV8iAgMss0Ms2QI34Ynds+t3TzhBaoIV6IIyVnyssBCaoyyZYJB\nz1WeDRWwJ6H1skatqaCkW+g1ILv7nt+cJ/aavoBtIrLFEDn895wn7h3H6q3F+ojpHIuLOQ5RtAVh\nRIInND2X4wZJtlJS/SQYoEQDead83bIHuy6qWGj3Qxdot+g0x939w+72HOuivquDwI1N54lBiviR\nsFPFiYc0YywyxarxHRymlbDAGz3g8EC6CFoMPSHUBGcP9Ewh9Q8S1yIU4kEseQ1BUlFEJ0/nFxnZ\nShBYKGNZUGE+C1tXIRcHqYFKgzhBijuyafeLY2+EnUSNgBGsBUDz6G02pQTqe6BtqqhuDQmoawqN\n1AiJ6sdoaRpVOYWnuMzw5iwH35hnRRhnRZigdqQP4WNTjI0pPNZ/icFnQbyg35qrC3yHQJ1xcY2j\nfP/8b1FaWaVVvUSDKlV8OsY767kmRp0XOs9rxHFR5Mg9x+7ueeLmlidIEwciiuGTVPoql5lprYEG\nG60eZjnBAa4yRYGQS+FgGFp2P//f1cf40ezHSeVL5MslzISauROfI0ATp7HW7tQ22J006FwT13Hd\nJHn5yB42exSgP+T2T//0T8RiMf7yL/8SgEQiAcDAwPUlcgMDA+RyOSRJwma7cyGV+p5AyEYLFQsK\nIioWtF071be2Bk6jZVK7nFHFhooHr6gw6dhgzJFhghghScYVsiL02yn5/CQsIS40ekGugKbioIyX\nLK4dhVg9EyjsCBGZpc66yqyDOl4q2JCo4mGbJHr59yeMV5uqs7vb070f7Gp4jPZaurmp7sLu5qb3\n+pRpUMFBzhLC2pWnd7BFt6bhlVQsCkiakzIBmrYAmjugl7bLMig1du9uKGCzgyuAaA/gbdXxSksI\nxIEalmoLda2OHK+itgAnaNEWylwRMRXHSxkXdSp4yRBCZc7A6+N7sLvesb9/7PRA200NFeEOsIM2\niVvQsFDFR5UQ2G3gciB4NKxeK3aHgj2iYY8IVMY8LEu9KPEukjkFrb6NDkYTcwyJyHip4KVijDOd\n3IQdwhPRx52OvY0mXiod2HXfc+yun69Sx5gz0wXtUrxq2ka16SYZ9FEJh1AjIYS1Bta1Ok5Zowtw\naHXGlQ2Oy2c57JjniHOZpt1Jl9VKPpDhhHiVmew89vUm9VlIz1lZV72sqiHcVHFTwYu8ky6qoyGg\nkJNDzNUPIaiDLK7sY/tiAD0l18BBHi/lnfmapBeNK/cZO9PXWVER0faca949xxpoikhjW6SxbUUP\nnIOAFbbKsJWjSIMEFhqo1Ciid1MwfJVsB7mKlpZpLXqQHR5a1jraiILU1MjHVVKrCtWEgqAoWFAR\ndpKQu5ORe31dkr77iJ2uc2BDMbCzvA+eMJWRbSgWN02bG9EHzpAdVXOSl0a4IrlZKYxRyFqQaiXa\nEoeqgUVjZw6a1uYJ2vjvef6NecJscyagf7fvH7fd2On2/jjWRWOnnFVXa1ZxomJFxY5GF4LVh3tA\nxnUkhV8sYCu1kJehWNTY3lIprVtQGjYcKHjJ4erYiZRQjasxvxuz1V/jIeJYEQU7Klb2aofczHSe\n8BoJIWhzjoJiyM9CHSolqGdB0EBJAxl2BAk1AbQIQqOJdTOD/WwKYTUN1QZ2sYWnUsOXLePMNBFS\nGuQaUM5ga0T38ET4PnOs+c51VDwohA1RMfNctXFeWa6A3IKUhpYy6yV039NENHQJKiAXcVczKJkc\nLYpUaJBFo9wUwWPDWnWzbNnPlfEnyW2WSNsr2OwihaAXJTDAZipIZaGMtFZFqEqGr+ucr2Z1Rx0b\ntfuO3Qc/X13gtCL0uhH63HSlFhhMLiI3NDJYKAkDdNlVBu3gcvnIiyG26xPMZce4kOtH9/uVnfm3\n29fZb8AT+vXt9XU6T+xdW919Z6ZHdn/sUYD+ENu1a9f40pe+xDPPPMPv/d7vAVCv6xPT4bg+Y+x0\nOneeczdOfK8piCQYoImDOq5blPfeznRHkWIchWEmu9I8MbbJTGgBz3oOz7qMPOmm8VyAYsCL/a0U\nvHMGqkWQCvhIs59FBtnaeccthllhP7mdsk8bJsEEKDDOKn6KXKObMj9DL3k6tnNn7TYUu+2Dwq6F\nnS2GqeGmiP8GuzhG6ZFSgWaKVrNGVnEStQwzNKjRc7zMye484fI1Fp2jnJs5wdnJ42Qv9tC40APb\nml4uq5htwUwVYwU8Lhgcwd7lY3j7XcYTZ7AqSdCyDJBFJEdaA3sd/Dn0dZVswUOdcdYYIsoK+1ki\nQIsf7sHOVDe/Xvnz/WOnGdjpu4E1XDfB7mav1XeBwA5dvTAwhGNfnv4jSxw65KSfIkdZZDGl8d7l\nEEurbkqLNf2oAGZ7Ej3wMXcYxlnFatxzljAr7CeKh50jBEYPYg9VxllliNgDws6Cgo0EQ8Z8dVPC\na3ymsYho5qC4SW0gR/RJLwuH91P44Tbi9jYUJeoSWIUGR9V1XJQZ9ucY6asjBCROepapuRIMbOeo\nfVMmG4N8HDZUN+fUMS6xj0OscIhVbFTYBmq08BDlBDWU2FH+/a1PUbQeYGlrAL2lUB0QCFBhnGX8\n5Fk1ftLuK3amrxuiaSzISgS5kWDg9WJoKvrujoQ+9sqASIp+FERkRHKE9rzW+E5qJVhdgfI2Xv88\nfSNRbI0C8XfTdJ13MbakEWiqbDDDCl3k8GKKeZl6E52+7v5jp9+PgkaCPpqI74MnbEAACNA8AuXn\nAgxFUjxFHldlg9Q7h/l/3/lPrNZdxBQLesLDrCDQvw8fJfazwiDxnXdt84TZL9lM5Mq34QlT1wP0\nVmO7ueLh4FhTTdqBXkbuJUULBScyXeSYwWrdR2+3zNCBawzH1vG8V0ValyhSJK4maCy5kPNOQlQN\n7BZ23n2Lg6wQJkcAHQ8bpiDW7TnWHHP3kmMdbDFGjSBFujoC7rsxHUNdJO4wRfaTJUiDAGgKqDEg\nDVoOfbwZfaYbTUg3sNczDOd+zvi117Bub0Mhy7Q3S6iRg5q1XW1s5PsePE+AXinhZYuj1DhKEZdR\ngSGht7o0d6tvJvxo/isb2AVYZ4oiPWQJ06ALtpvwVpxioos3pg+TPDhKw75CTVhBVFy4mvuxF0Mo\na2scW/h/IJ2BWpYsQVZwEt2la6Hr6TwM2O2er+67PL9t8EnAjfBMBPHjw9hfW8H5qhNPPIWFZZqW\nBCd9OU6EZDbk/fykcprZ+gRLdQ96txNd0PHGvm4fKxwgh4/2GXT9GOBenlhhP8quAL3zPP0je9js\nUYD+kFoymeQ3f/M3CQaDfOtb30IQ9AWjy6UvHprN5nWvaTQau55zK7PTwGJk4fQFpXUns6Yikqb3\nFqJdtzcBDSsyIjIVxwAlxwBDPStMRxb4TM81akVdwyo74CXz5CAEeuBKBWJXdt7DTYF+YkywvPO7\nFnZiDNFepNgwA283NQZI4GWbV5lFD6T+C+1uunUHAAAgAElEQVTFtumcr3dGHxR2MjaS9N9EUAx2\nyEetgpqhWVdIlbpYK+3H52/gOJpm3F9hLFam32Vj5fSniD/1a8iqiC1qRSjVkBsF1Kaxc6DJ4LAh\nOEVsfQ4cYz6Cfgf76wuciH0Lq6q3sHIL4LJA2QZ1wYKkCiiqFU0TcSDRS5pxVknhRuKn6IvUTuxM\nV6HsvaEPCDsNGettsLsZnmAuWC1OH9ZwL12Tdvo/GmD81xyMNsuojRLiK17O/eAgWz9z0FZf3d3v\nXEQhTJb9rGIzlGSdNEjSRzu5YybHWjho0kvqnmN3Y9z0xYiK1Ziv3R2v6PisVgFaFmpija39Puaf\nnsC5JON8O4OtLtGUwKo0GSfBKAm63dDdA/beJnKgSkuEwkXIX4R0XdcYXsbOVXq5wH6CjjIHnTEk\nWiQlOwXZBkqTUSXG1eRTXDj/NHHLYUhk0fv/6u1y3DQYYJteEiTxoPLj+4jdXl/XT3un9WbWKQZk\nQV+4lwxfpyKiUsZPHj+CscfnpI6MFRkrOwvfZh2SNcirOI9ECeSyWDNZXGdyON4Q6ZFFQqJIg0Fi\nqgyqBloTfRGq7xybvq6X1APCTkVFLwW9c2HMvSYgYMGKHREPysQYxU/3M3JgkYOtNxnYjvKN2K/x\n8s9/k0IjB8oV9PFjVrzo5qZGP9sGT+j33sKxhydM/LkNT1hpl82K7E3UPBwcq9+TgM3AzkGZYfKE\nEfAgMojX0kXEv86hoTVGEuu4Nys0z0go1TxKdQu1NYDW8uJGo58ME6xhBhItBohhQd8Fd6IH6Xq5\nu5v6bTjWHHMye+2D5dghkozR7l5ydwGGxag3AAdJRokTQKSBlSZ2ashqA3WnzNocbwq0FJBlbOUy\nA7n3OGL/Hk6ljKiqDNgsOAUHRSVMQ3WiqcLOlLhfPHFz7PSxLOM0sBtC919mpt5IQOwEeGaQ3hmo\n6/PIYvg7sJEkQpwR41Nk7NkSclajEu/hgnOSC5MHgMsgXgLNC9UTeNNuHtv4e05e/Xdsks4FTsZJ\nMoW+RutsJ3n/sLvz+WryxJ36O32+Wjx2HFM+HJ/oxZ3ownXGSsio/bNZBCbdTobDXVzJj/NG5jRv\nF0eBGHQE4zf2dV5ijNPu0d4W5TTnay8pcoSwoN4AoRslpB/Zw2CPAvSH0EqlEp/61KcolUr84he/\noL+/HbCYpe1mqXunJRIJQqHQHWUJXbyE1fj6GzhQcaJwHDjygdyDizqDxBgkSunISQqnw4hWka2o\nhQuXwZ0Atwyb6xHO//gjXHbtY32hir4Q0AmhiH9HdMt0hSl6qeClvZiyowdaAgUCzLOPDTaMMr3f\nQcMLzKL39DaFwF5nbynUL4tdHaeB3THuDrsWUKKS8nDtpxNI+VHkQSeOA02ccpzaUoHCdo6Z0df5\nUn+FWNRCLCkQqw4Tsxwk74mA1ACpgf1oEefpAqM9eY5aXme6HKN76zw9goRifJLLAX1BCPVaEE95\n2X7MS+69EK2Ch2rezSqT5HFwgVmj1O+/oWduzYSJueC6eN2dfLDY3VhX4OZmlnnaAQeh8iZDW1eY\nCcUJF64iqVZyl1pkzzTZOlOjulFFrzqQbvhuZgWEisUoGLdQxE+WHtpnMauYZ9areFhlnDyue4rd\nzefrUW7f0k8/y1dIiFx5ZYDmlpfTmQJTp5fxbYCwqreCz6M/5DK4olAuQNIBWQGIgSbpe7h1wEGd\nKdbwC02OHMswdFokrx1gc+0Y17b2oaVrkKmTqk1SSTXAsgLVHPqCsAi0KOBjkUk2CXOFS+gj9Q/u\nI3bmmDMXo507Cbda8Gu7/u6ixiAJBokTp584A9hoMUQMP0XiRIgxbPTSdYDbA0MhGA5QO5gnN7SO\nOOAlb+kjN9NHZqOH7GYPidwolcI4VPzQakCrjr5Yq1MgwCIH2KT3AWOnz7t2oHR9YHZj0+etjt1l\nBinQbB0mWT6CY7FG4LKD6uUqmQtZlEJc7zWsNriRX9jNE2bVVh8VfOjfqZmE0ytlbs0TVzs+4yXa\nybi7w+3OsPtlTfd3LpoMsskg28Q5RJzD2JAZ4hIj6jrHK3mOp3Lsy0Tx5oo4xBbPHl3DOyJxdu5Z\nzs4do1h0skSJAn403ICLFP0Gx5qt7MxgxHKHHAu6ova95Fjz+zSrn+7OQuQYIoENjRgTbCPQzyZD\nbFDDTYxh8gRpz3NjrWF3g9uFEPbgONSH7/B++pMJurdyqL0BZmeOEtt3gkubR2luO/SCoaaFKl33\nhSdujd1R2rvl5srAOFu/0wGmM1i7XtxRxy7LEDFstIgxxDYD9BNliCg1fMQYJ1+zw3wCZBFSFvBM\nAw6I2mglGmzFR1GV5xCpAypFAmQJG9dj+lddBPLBc+ze+drJF3cy9qyAC2dBIvLmOSKN1xi9cAF3\nPg/o30RNc/F24zS/KJ7mSq2XuGxFrxaq7HqnG/u6oY41sZmQ1B8FQiwawnAJBlB2KgzM+UrHfTTu\n4F4e2f20RwH6Q2bNZpPPfOYzLC8v87Of/Yypqaldfx8cHKSnp4dz585d99ozZ85w/PjxO/qcz9Gg\nz8gOzrKfi5y4y53LW5uTOqOscYLzxI6Eif7OYax5kejXBS5chhEZRmXYWIvw88pHuCBO0cqYTkMP\nOEr4qOFmdad9Szuz2XZEdnSCESjgocBFNBqIfAF1p7foEdpO9mvoIkrPAH+/876/LHYXmeIiJ8ju\n2r28E2sBZcopN9d+eoDohQEcv98k/LEU1qJModrAvpbn0OjP+Xz/GS5E4UIKLlY/QdUVIW8/BXUN\nZA370TzeL+SYCr3D5zZe59mrb9DwNagLejOrKuBywkAPBCYtJJ/ykvxkL1lbmNYFL9UVP6toKLyG\nShX4XaDbeHSS09fQlbcLu+7kg8Vu93nRW1vn7pheeh6sLDFdf43DviW6CzZk1Ur6UoPVrzfZXKpT\nqRtnCW8SoEvY2GKYBAM716IaCt76/ztF+czFwzAKb95T7G4+X+8kkaEvwgpxP3OvDJI8M8rU48uM\nPmHFHYBCAVIZSKF3OXaWoKeu6wUtqLChQkAGv9w+VGGnxhTrHBNi9B9z0Pe7TvLqFBu/+Czvvvth\nIA+5HEqtgdxogrACSt64f31npoiPCvuQeQe9Ec8X7zN2pt3t7u/u5zupMsoKJ7jEJY6Rx4+bGhMs\nM0wUASspIsjYASe4QzA+CY/toz6zRi5yCcEvk586TDY7w8rbU6y8M0V91Y28ZdNLbrUytEoG+mmK\n+KngQOabDxA7Ad3/emnvYt5pgK7PLSc1RnmPE5xjtuXlcuVj1BMq/pcd1H9SIdPIojTiBgadPbnb\ntpsn9IBS2alagM4jLMBteOKo8R5/jY7l03wQPPHBcqwFsBnYzXGCN7lEkDyfxE2OCS5yQv0BpysK\np9MKrrQMOQnVovHs0XWe+mSCf/zeMZa2elgrDlNDY5Uh9HESRKGOTBndb9ho72oKFOiiwKUHzLGd\nR0Z+udLcIFmmmcNNAwkrSUL0s8gxzpKjmyp28nTR3pE1kms2D/hcWEY8OH+tn67P72d4XmHyTJWo\no5dXZz7Mj8d+g8ybfTS37Xp2s6WffV9l9J7zBNwKOw19nubRk6SdyRdTBBBuF3gGSTLNe7ipIgFJ\nuulni2OcN7Bzkq8GYN4CK00IRyA8DZIIWxWkfJUteZSE+uuY3RhUVOPTO1XcdYHOB8+xN7K74Qwz\nQC8x8uZZTpx/E3+jjtuogpWBoupmtvEEs8X/RrFRoC7PoSdjd4/vG/s6BzJO4xnmd6qvi4qEqOLG\ngoyMtUPbp3O+mpagc74+sgdvjwL0h8hUVeX555/n3Xff5fvf/z6PP/74DZ/327/923z9618nFovt\ntFr72c9+xuLiIl/5ylfu6LNEFEpG1jJND00cuKgRIoePEjlCZAkbgcmdmJm900trJBxk6WaNcTJR\nN7l3KjgbBYKVJgN+kUw1xGo1zGrdii11hX5Lmly9SL7D8amItHYCI9PMBYMZpJtqvjIa30V3Mv8r\nCqM3uc6DwHtA22HfLXYWFIoEyRImQzct7HioECKHi/oOdteLcXSaDNRRlTLNShZVsrH0nh/Pj49j\nWfJS2Q7iKKXJLEHUoiGIOSY/nKWSjrMSW8We6SYk5whrWSKVCpHtCsfr80zFV+nO5qnboD4MatBD\nqb+LRE+IjVAfjVCIbEMj97rG7HsBCgUBDQmJb+9gB8O3wO7Srt988Nh1k6X7rkRY9DHXBfRSVQdI\nqP3YM1UK7zpZdrvYfsvF9pab9VKYIkHsFAmRIkySHAFyBGliBzT0rup2JBy0yQ6uP5tn/lZA4mXu\nNXbvb77q167KLRqVGnlJ4PLGBD/s+hx91hjux5NU9pdZWrIxu2wjI8OaCgFbFZsjx6C1SqIeYkEJ\nY9EquMgh+gWqkxHUiQipbj/2K36Wi9NsXeuhvi1DWdaPX2g1QyXfVNltH81R0VD5fgd2kRtc+4PG\n7vYmYSNLmDXGdsa0gEaSPlRE8vhRAB9ZwlSwqGlyjR6KZTf2ooCn0MBnLXLQso7NZUUb81HQBsn3\n26luumitqbBcgrUYelmqZhTUd467B4FdmRxDZBlC3tmpvp2ZPOEEvEhYyTLAGsMk1yxUXk2guCTW\nglNUnrGSXBlAXs7ha2UJs46FMjl85DvOgO7miU6/caMdQO02PGF2iDB54tjOXx48x+6+TgmRLEHW\nGCaDhRYJgj1ZQpMNwvscbDtc/PQNF76FEr50Dq9TwhX0Yhvz0QhbUW01Azsvuup6D9CLvu1rtlmr\noQdRVaCFxrfRA4cHybENcvSSpecueaJtVTwk6MdBixJuNCSK+NlinDI+ajiwUyFEhjAZcoyTYxxb\nt0D3ySijhyWmbStMXNgmLDdhv4tKKEi+P0zW5qMml1FLeahtgwIabiS+ycPBseb6xCyJht2B4N7A\nc7doZhUXCfpw0KSEF81Itm4RMbCzY9fKhJopws0GOcfT5JwDNGU71OpojTISINFFuxuNWQ0ho485\n80iP9ivAsTfSKxHQE5de8PohEESylsgUNlnNDeBA03tyBD00R8KUwwOsp0ZJpYo4G2sMK3NYSJIj\nZLQrNtEXae3aoDI3qey0q4UaO3iqCLR2dCQe2a+aPQrQHyL70z/9U15++WU++9nPkslk+Od//udd\nf//CF74AwJ//+Z/z7W9/m49+9KN8+ctfplwu87WvfY1jx47x+7//+3f0WS1sbDPCPAcp4aOKhwAF\n9rPCCJvMc5AyXXexeDCzdrqzquNmnTGyBGjOhmmmS/S60wxrdWaGbfxwO8IPGwcRpRbd6k/wCRbm\n5WHyDNMmCDPg7wx03ejBmIC+gCijO6MfAwvAFLqDv7zn+o4a/34YvYzxZQD+8R//kW984xt3iZ2d\nbUa4ygxluqjjooc0kyzRQ5qrzFAggHzbAF1Dz2YLyFKB1XN28rHHEMr9SIkexHqS80vgz6g895F5\nfv03KlQ2irz9gwUcGw1G1Hlm1KsciUscuSAz6inRk05jyYLDAtZxyB33U3t8mKWBaWZ5jKXqfhpv\nrtP83hqFTQu5bQ34HnDtDrHTyxj/9V//lVdeeeWXGHe3wi5jYOfv2P26E7OgCzoNkUdinjyb2QCu\nV0WcV23UE5PUi5NUkagQx8EGIywxwxwLTFPHRXOnlNU8+9Y59vaex+u0V7jzcffLY/fBzNcWkKMp\nNTm7OkU09zTTTyxz5OPnsLuizH/Hw5llD3MaeFQ4Ztvmk8F5pr0tVjIRXm8eJKDEmWQeb1gk/dGT\npD77Yapvh6j8IER+00W6KEIpCvWCsWNeQ993NwX5OheCdzNnHzR2N7c6LsPXhangpY6LFnaWmWCL\nYSp0ISMQJs5BFrFLAebzExS3wDXQJDRUZETepM+aZUSMIfRBsd/Lxr59xLestLolfaG/tkBbcfnf\ngUX0ftMPCrst5mlQxoWMmzsL0E2ecANh6gRZp0kWO5VFF/X8MsohP+vPHCf166fIf6+IEs0Rbi1w\nkMvYqTPP1K4A/fq5Cu25uneH9W7m6/vliXs17vQkQh076wzr2OGmzjK2SAH/p8FzaoTZ17uZ/fdu\n+mKbTOfmiYxV8Hp6cfVESHrdtMQ8bYHNAPqOZJ/x/kX0oLzzSNAP7iN2t+KJLFc5SoE+Y9f1Tqqt\ndlueIPMcREShjA8NhW2GqNKLhIUKNhyUGWGFGa6ygIs6h/D0wfSHljl2aosT5y5y8F+XUI8LVJ92\nkt0foNblQmloaK04VKPQlEERaPu6eztfb4/d3vXJXhG4G1nnsTOVPAHmmTaw60JDY5teqriQsFGh\nCwclRlhkhkUWGn7qxeM0FSu0KrSrqCy0BRzNoFahLYhpHk15mDl2b9ePTk2cIDAE/m7YH6LuqrG+\nXCRbqGMxVAG0vgHUZw4iTQ9Tea2AHL9KuHGZg8pZ7JSY5+CuAH33Rli7clB/aLQPoXVqBzxSaP9V\ntUcB+kNkb7zxBpqm8dJLL/HSSy/t/F4QBARB2AnQv/rVr5LJZEin0/zJn/zJzvO6u7vvWKUyR4gS\nPiRsKFjRELDTIkSOYbYo4aNgZBNruGndts+omdEDUBFF8LpFwh4bUq2EdKVEtzuBd6AMYRupniGu\neE8QKMbwFtI46hUsOyVsQse/e8/V2Gg79PY5Jdg0XrNgPPZem+nEX0V38rr93d/93V1jl9+FnYiG\ngJMG3WSIEKWInzxByvio4r7FrqaZLVbR1Bq52AC5WBCcEfDYwD+C6Fawe1sc9BZR3CtYQwriWAt3\npcCYtMTp1ltMhaxMCjbsVS/pXC/r6X16SaiosOEeYS24jznfFOfK08yVI2hrDXi3CGVzN3P9LrDT\nzyn9zd/8zc4zPjjstijiI0/gNtjdDMsWqt+G1NNN1atSxoJaExGlbkTNi0IdFTsCoiGxpDfW2r0A\nudVn3OjvdzPufnnsPpj5qp+fl1WNaC5CNDdKeUxBU5N4XVZWbL1sWXr1TQ0P2N2LPOFOIohZ8tYh\nlu0nCCiDOHDhc0DceZC4a5JCxk/+ko/WRhO9JVEe/eycuWPeoJ2Q6sTwVwm7m5uMjQIhCjtlpKoh\nxiMiY0fFjYYPMeDB2W3H1yMz3LuNtXuObk8G1SJSkzxUm14kq4NQb46ZniuoaotiWqOMiH5utNTx\nqRvGZz1I7DYp0UWBrl8SOw3BYcHW48LR7cdbKTOczaOlwkjyfpquflRbDU0QENAQUbGiYLntgrOz\n2mWv3T+euHfjTuc9GTsFhikwques///2zjy4reu+95+LjQAJkuAqkhJFUqIoWYstyYksy4nd2pnE\nW+wkdZWnKHXi13b62slk7KR1+0c7mUkdN+m0nWkz8aT15L3E42yVs7iOHTmWbXmJZMmyNsuiKJLi\nIoIkSBDERuy45/1xcbGQADdRFGidzwzG1sXBufd+ec75neV3fqcclKYEShVgNhL0mBjtNIHXSC0K\nVkyELOVYy+oIWMwklSkywfP0VThr1rU4WmdfjwszsGzazW1ja5mkngA2prCQyBO9ezZyjwzUUDGQ\nwJI6NtCMoiQxmu2YLVWYKqowVjpwbI3T0dHPzWtOs+F0D6s8YwTCZURNDpKJJImhKeIjHpLOMQgP\nQ8KM9sfpYTnq6/y0m0//JPvZcuPChLHlHEGmefQYSGAmiVnTDgNGrJixYUxYIGoAVduagdGiHW8q\n9FD3+ikB+vYxPb6AXn9Xgp3QY3Gk4pgYjFBVC1VNUFsGFWYQKhgUBGYsZoHVAkm7hVCplURJCaoS\nRsRHUBJujExhIoEhbxumx18qh/TpDyqZ7QG5W3okKxc5QC8i1q1bx+joKH/8x3/MjTfeyOjoKN/9\n7ncJBoMcO3YsJ63VauUHP/gBQmQqYWXl/I9+6KeVVcTZyUku00wfbenvjCRpYhgz8fR3udFm8wUS\nyZ1lrbYFub2ljzvbevH1w2Q/WKNBQuMeTiZNOG9YTfyGnXh62+l8twHT4ATjOZ2D7JUQyHQeVDLH\n7MRT1xNos5VBYDPoZ3VyHK3B/7Npb28Cbgde44knnqCtrW2B2rXQQJSP8i59tOVoZyHGGoawEqGf\nVvpow4djltz0c0gFmgtXAKqroL0Fw7oSSlpClDYH8A51ce4lM05bOaEbWyjfs4Y2zwfsmlQwtpfh\n6ahmyL2BM/4d9Path0AY/GH8ohavfxXjNguuiQhi7Cx0T2gz+2kWop12XJGuGyy03C2ldpAZnLuA\nCJXrw6y9awrHJiMxLMSTZmyvdmJ79S3c7jL6WI2XNQyiEKYGN5XTOht6nvM1bsuj3ZXV1+z3UtE6\nMU4gynjvJKd+pWIprWPkYgcYO2C1AusgoBrpGX6fklETTnU18bKdeAR08lFKIiGCvzcTGPIQ6fST\nmDSl3jlI5ui/7H2i2SsL+r9XgnbZHVRdw+nlQyGz9UZ33gzQRh81+OjjFvq5kcCGVQzc2c6azT42\nlrq5q+xH1NWN46xbxQfqJnp8GxmP1tGc6GMnJ4lfdjPwpofRY9UwGErpFU59HGirJcWsXT709jwI\nqJRXx7jp9kF23nkZxwU/jk4/U1ETA0dP03+8lt6udoKRdjwY6KQME37GZxxJlr31ZK4VweW0E0ut\nnY7edpcAq4FmWKPAFog5zuI/2Yn/94M0dbq5M2zDjp9aApSlBk4JTKkuvD7Bre8/1iNMBNBWOf2p\n6yY0fYvFxkZZQx9WQvSzlj5a8C3o2CsdffVTO0W6gSHa6CdINX3cgNfUyqCjjXDVp/De1ERi+2qq\n27pptzvZOt5Jbf0kxjtUbI4INU4vju4RDD2XiHRXkOgMICJ6LJUgWn2dnKd2xWBjFWa2fdnf6d6S\nAoUkDYzRRi9BauhjK15aGKSNMJ/CbdhE2FAFRivQAEoJxEe1D2VoA80YmteGm8wKsE4x2wm9zSlD\n80ApAZKaC+PWRrilFrwB6B6k9HIPGzzvspF3WW0XrK6GMHb6Tp2h71wNfX2V9Ecr8FBHJ5sxEWc8\nHeNhOmZNS9alNLtMxutA7xMvLoCipHiQA/Qi4utf/zo//elPMZkyf5a9e/eybds2vv3tb/PMM8+k\nr5tMJvbt27foe11mLY1cZhMXUDEwSkOqqTWSxEgVk1QxiYLIOkonm+mrjloQFYMpjtEUo84R4GNr\nB/jfW0/jjIFzBJwBGI7CgKjD3VSL6e4NBI+D/9Jq1EEX2hE64+ide4UkBuIoKKjYULGiNd4BMoNz\nffb1VuCP0N0cNYfHzST4PvA28NmsZzcA7cBr3HPPPezcuXNB2g2xhtVcZjPniVLCME2oGNIRMutS\nisUxM0Ijvllz02eO4+gBoKi0wPobMHykEfN2H9bNHnz/WcWFQyYm2ksJfayJ0ttaaXDW0jFUwlBz\nFYNrG3m3exsHT97N8amPYnB5MY76UH121CEHQh0H1wnwdOZ5Bl07BUNq9U9lIypPF9AuuSjdll47\nXb8kmpEao3yNwto/NNBwu5kQViJxM1WebhzHXmfA3cIE9zFGG04qcdKW0jw7aJxIPU0S7SAeU2qf\nYyFDtzzaXXl91dE75SOAi4kBwcSACko1GFvAuFXbiroJAsEJ+oYrEOMmRsvrSZTfQMBQq4XgiUzC\nu53wuu52HUchioEICgnUVPTg3GPspq/G5GpnJEmy6LTL11Gdvt1Bdze0oJdHO0Fa6aeVUSLmHQyZ\n1hDoqObyPQr2PX3cwa+5X/yGAUMLg4YWTk3s4PcTH8Pla2Bv+c/4w9ArDA94KT0Sh2Nr0I7+qkjp\nGVoh2k1H/7sn0drxKGUVITp2ufnDL7ppPDxOo2GMiVNTnHo3jnWwggB76ec2vNSlPBSyvTP0XLX1\nOyW1kqfOcDvNZrqdUDGwgQQ/QIs8/rlpui3eTiytdtnok7qg7RnfCg1GuMlAPODD/5ogeMJJg/ZN\nOuRmnCpCmAliJY4RgZqqs+HUul85KhVo9tWPpnO2C/LyaTe3nXBRhyvVktUvcICe7SasfRQE9Yyy\nhZO4lVYmlI2MlbTgrFqHc/U6zB8NU3JviPLyHhqHPax1OzFUJkjsEJi8MSrGEtg73ShvDRI9XYHW\nL9EHSmHgo8CDrCwbq2tUWDetn6ZSzzhbOI+bViaUrYwpa3Ga1uM0rgeboq2tKAoYbKCUYlAnMcaD\naTuhtaRhtPgH0ylmG6vbABtQi2Iow2BOYKhUUG6oRLnTBmeG4eRFKnveYwPvsYdTbCmHrU3gj8Hx\nD8A+WkaEPVzmVrzU4KWSfB5ASur9tbauGpUNqW/60eprdp84e8uRSNsJvY2cPUaSpBiQA/QiYvfu\n3TOutbe3s2XLFjo7Zw6sVFVlamqK8vLyBd8rlopWLVAYpYEpylAQXGIdoawVxXHqChg/gdYQlAJ2\nMDvAXMWq9cO0bbvIjjoPayfDcA6iw+CLamY/BlgNEbaUnaO55pf0VrTRZWlijCYynU/t7NEKPDQy\nTDlTjNDBCPasJkdfOdUboszedQsxGhmlERenqCCOK09Tt/iZxRglDLIWgcIQa4hgRcWQOv4iMxs9\nTFOOlhqFAhll4fHABxdQ/cNEu2IYVoWIHp1A+OOogxHiL47jO1/NG741hH1343PYmHSU0u8uZ/Tc\nKBbXOzQGL9Eo+nCHmxiZaGVKKBAJkJ7hzYm2rAWYMpCkMXVcVIByLlKNijuvBlNTU3mvX13tdPQB\nkd5JUNBdzLy9Brp/ZcB1FuIkSSRjtB1VKfPrq2z6rLKFzMqQHpDGiIUEjThpxImbOkZoYirnCJPp\nf6/l0e7K6ytkXOP0LnvWwFnEQB3U/j2MdlpNtAvck5orYnQEOAuGKi19MgKxMfTBOcSoYIJGnJTj\nY4RmRmgmmbVKpZE9sNW0sxClkREaGWGCGnqpKQLtsvc0Z08uZHsAZH+nB+eBTOfcoHVOt1lgm53E\n1gpCcSORC3ZMMXDEgojqYcqrwigDQaJHnPR0NeCqFzxX/xAX37MxPl6W+psl0Aan+upSMWs3HUNK\nDyOZ1Vo7UE0gUsKZgQ0k3g1RcTpIRa/rchMAACAASURBVGcQ02AvicAptEm3MqCGzKBeG9hn7/2s\nIJAqd/6UEo0kC3ZtMsH0NDuh/UKzE2NLbCeWQjuYaTP0kysMaJ5Dp2GsHt5fpRVBj5ZaV05bUwQP\nVvpZQzc34aScCEYqGKORbsqZZIQbGSFOUjsbjIxt1dvO5dRuKewEzNRODzCrP59uO4xoo0gDlJaC\noxFq1sKqSmgANWoi1mmjr3w9v4l/msvBRpoGTtLQf5KKFjNlHXbGkrWEzulu8/pEqK7fSrOxOvqA\n3Jj1/3r/Ic+JDeYysK2G6hZYXwntQuvSTSnaMSFDYPFHaUz00shh3LQxQpQpSsjU65VoYwOAE3uj\nhcadCVbdEMemnqH05RCie5Sk6zJlDNGKCytad1lpIWtOQvfCKkXro+l2Ndc7qAI/jYxSjmAEByO0\nkCRIpi+c3SfOkF1fJ6hhhEaCLHzcIFle5AB9BeByudi6dWvOtVAoREVFBaFQiKqqKvbt28d3vvMd\nysrK5pVnDAuDNDJKA3HM6cjDvaxnkLXpdAlMqSiQ2egNqAlwgFIP5tVga6JhC+x6qJNb6j20/CoM\nb0PUB/5IZt27xBBhS9lZ6ms9HK24C4+5iTFWo7Xkk+irypX42UA3DbhQsDPOujwD9JluPCVEaWaQ\nmzjDaYKYWJVeb9CIA/8PgDvvvJMvfvGLC9IuioWBVHOnaxfBSjcbctyi9O9ymT4rnd0Ap5iYhOAU\nareJqNlA0iyIBt2owQTqVJjExBjjJas4nFzDu4l6kqY4CWOMWAIi4REskR6a1RNsF+/RFd6IP7qT\nKVaBqkDaEM7UTXfj2s5pRmikmymgcdrza0b5jjvuWFS5uzLtMk+aGWBDJop7Bb5eMyGXgrEkgcCH\nQpiyoMqaoK61vqKr77mMopVM7e9iIUkzTrbzHl10pIPFZAYE+QMSXW3trqy+6qT2AKK7oyeyrkdB\nvQyqS/N+HwdED8QmQcS1AXr8DNoqrgmE0Ab16X2DMSrxsIEuGhhBQWGcepLpfXqZ7S/T0errZW7i\nDD2000vwGmuX3SnV3fRF1jV9v6v+PvrET4xMuUp1+q0K7CxB2WsnYa4k6TcR7rRjCoIjFKS8LUxT\n2xjWgUskfn8M41tNXKx6iLcde/FPJAiNT6T+GGNobaN+v2LVLh9GtHanhMw5x5XAWgLhRs4MWOk6\nbsN4WsV4XqVp5AibYwHq8ZBxHY2hrerqkcUzgRwrCbKBXhpwple3Cg/QM2RrdzXsxNJol71qqaMH\nhtIH6GPg2gxqhfan9mjf6MoZU28SxMY4zZxmO25CRAmzChcbOEkDl1CIM04ZSeJkTlvILW/Lpd3S\n2AldNyXr3xa01U59AG0gMyhK7SEuLYOmRljTAjUmqIVkzITaaaSvvJ0xRxPHEtvYfha2Hz5L4wOl\n1N9eh8teS6i6lMwE6Eq2sdka6sHI9E8EbbU2SW65RDsnvqIJmlvhdgN8QoXLBuhXtPhtbrBEojTT\nzXZepwsPfsqYoo7MAH0l2litXSpvgvZPJdjyByGqD3RSfaAT4fQTDWk2Ut+5bqoEQ2vqZ5d0nS1o\ntVa3QQoZG61pUomPDVykAS8KLYxzY2qArg/mZ+sTZ+yEnwo5QF8ByAF6kfPss8/idDp54okn0tea\nmpp4/PHH2blzJ6qqcvDgQZ566inOnj3L4cOHMRjm47piIIqVaPr8RI0kJiLY5vF7fbASBUKp9qQU\nxSswdU3AyAj+viDOCW31PJkEeyk4HKCsNRG01XPJuwmnv5FQ3EQm0rMe7TlJFAseqlAQBChBTc/q\n6zPf+fcKJzHip4LjWIkwQRmbiKVnZu1o57NagUPccccdS6ZdeF7Vafozi5SaatqFKpyw4U04CE3Z\nESnnzQnK6KWNQLKGQFQljh8vJrzpVWAj+qyrkSB+FEaowKuaiathMu5PxjzPoD+JQhA7LlbRRYQk\nU8CWrBR2tGOHTvPkk09y8eLFZdYuWzN9qkZBIUkVI1TRTzhSiTdSRxALEEMhhosKemgjQB1BTOhH\nBmnNX3YAM5UkCn7KGaEBLw7iM2Ii5F8VuvraXWl91Z89NwCPnQBV+DCRZJIqvFRBTIGYQggDw6wm\nTgluUUcyqYDdAo4KrR/l84BPn71XiWJO1VeVAGWoOQPywvv69fo6SgPdhFGvuXbZq+PZz69rp3We\n7PiowoOJGJNUpNwStXQhyhimlXiiionRcpIfTKImzDBRhtcHZ8M1vBhp1+IfdcPoAPR0w/CYjZGg\nyqgnQDwSh4ifTLC9mStWxaddPvT6qkfxV7DjoYoQpsgwk/2tuM2t0BsHT4x4xIBFbcRHB27sJPGh\n1VM/mp3QO6OglTvdTiQIUI46fdBQgJl2oiNrkHn17MTCtcvdYqOVuxFMCCapxEsFhKIwrlJaBY1b\noK3KQKliJ2AoJ0wZPsroq2pmwFeJ6/kAU2dDJIJTRInjoRSFKgIoqPjIbLsqzLXSbmF2ArJ102zs\nGFWECGPFSwUh7EAcAXiooJf1BOL1BIMxmBjWgpsFFFATCDVBxCqIVEJIRLF0O4iPdVBz0UrV0SrG\no/W4XLp7e4J8Gq4cG6sPELUgdwpWqnBRhYsw4MVKKOVKrWm3hl52ExA3EUw2QtgKwwLOqzDiBacX\nXHGYgqRw4yfGCLV4KSGO3j/Rg8atRBtrB6ootYRYXd3PpsY+HMZ+HBOXmfJF8AAJC9Q4oLYKvLWt\nvCnWMRIrpzsJ3ZTgpjU1sajXeX1yKWM7M22diQAJVJxkYr5ke3flkm0nJqkiLo9dWxHIAXoRc+HC\nBb7yla9w22238fDDD6evf+tb38pJt3fvXjZs2MDf//3f89xzz7F3796r/GR645FACyaTANEAQiXW\nPYXfM8q4wYkyEiEagpAKBhXqymHVBjBtsvKybRu/G/wj+kfqGA9b0NwZPWiBQrRZQB/ldNPOIDH8\nVJEkRGZiIDtoUy5RSuinjABjmGgkzi1kHP3uSqUaAeAb3/gGu3fvXkbt8q0iivTs8CYuME4dF9hE\niDJIDXNGqSdECXFK8GNB0yl7VVcfdKnEMHGZNfhSq7/aCrDe6Urkub9GEiPDNDFJAhcvorAGkXUO\nsKbdCHCaT37yk/zd3/3dMpe7zJNmVjQNKe0usoluxlnNBbYTYhUwhSDKKDWEuJE4pfgxo2mnd0Ay\nE0KgEMPIZVbjw56lHWTKXOFBZvFrN70MCKrxsJEubEToYpM2QE9pE6CKHrYwRAI/dSSogupG2LAG\nLAIuXgCfC70D4aOSbjYwyFr8VKTc22c7X1cjSgmXacYNjPBSkWg33Y09e3VCK3fVjLORTmxMZWmn\npQtgp4etDEUE/pOVxEeGQEQhWsNELMnrySYuJndpi3mlEA6CfxT8agn+iEoycRpUFZLadp/s8+OL\nX7vp6O7/mQFLNZfZSB+2sIGugVvxTiYh4IepAAHVTQ/1DFGGHzsJhkjH58BPJloxgIKPspSdWJMq\nd/OL6D3TTnwk69trbSeyybZ3UI2LjfRgI0oXm/GyOe0UZW+F9X8AW281MWGqY9TYzLCyGidN9I1V\ncelkCd6XL5FwJlC9CXxANy0MUpdlY2GuI/NWhna5k6pGEjTRn7IT9VzgBkKpLV+aW3MVIW4iHnLg\nH54Ez1kwm8BsBhHSPsYEWCBGlMtuI77EDqznjVj8JUTUMsYvV0DaayjB9DZvZdgJHX1rigMj5TTR\nySaOMI6dC2wgRD1a/0RhlA5C7CCeaMMfbtIcO44q0GWA4DgEL4DfB76UdhjxsYMpylPRJMLkbiGa\nWf6KW7t6YBM2xmigm3Z6sTGBjSQuNDniVnC0QPtGOFS6jVeCD9Iz0Yo/An4S+PGSwEumncz2OtPK\nUcbGxvFjJcllMrZJnxiaOZGr2wkflal+jf0qaiFZKmSUgCLF5XJx3333UVVVxYEDB1CUQkFvNB57\n7DEUReHQoUPzvEPPAp/o/TzX9D3jXlA9kBgnNOpn9GScl95J8sGAnZPxWsZL7FhrjdjrzShV5QRK\n6hmYWMPJs21c6qsgOPoLtCbMS2aFRCWClTFWpRoWO2o6mNoZCgcBgiQR/LyEoIwE+4nlHM0hsBGi\nQgt1BVwL7aZ3/DUsxHAxho0wxrSB0tL4qWCIZlzUp2bCI2jav4Omme6yrB3vNEk1A7Tipi7lVKWv\nYp2i0ABdYMCHiVEOIyhF8Hk0vzTt2+m6wbUqd9krctrHgh8XPdgYw8gk2qpjBEjipzylXR1hjGQi\nFb+Fpl32CrqBSaqmaacz/fzV7Ceart2NZE8iLY12+bRYSFpdt8wkjYk4NkKMM4w5fZqA9omkuhuD\ntOGlGhUzmExgKwH3K2DW915reWnpV3GZtfhwoObM/hfWLomJSSwM88ZV0m4xZS7P1pN0x1HT0EQU\nG8Es7UDXOIKFMVYxGG/BO2giecwFx51wZoSpzl/RddHGa73reO3cOl47vo6j59fxgWedNjmUEKiR\nyxBzgvo6megdMylO7aajdyB1LwCBiQA2nIzH38M80Qd9l8E9CLE+Ikwyhp1B1uLFhJoOHvo6Ge+X\njIeDZifqs8qdPkCfvb7k2okvEKM755mvvZ3IJlMvtXLnY5wBzKljOkmGIepDVcNEy60EG+pwNjTS\n2biW9xvb+O1JD522NYwMGgm/Pk784iQiFCCCwhg1eWxs4foKK0m7XG8YCyFcXMaGH2O6PEaBMH5s\nDLEGV6ySsM8Prn4YGoC+A9DfDwN9cKkPLvSRvDDMpNvIgGiha2QN779bR/d7FXjHSoCTBZ+y+Gzs\nXGUO9AlJC2Fc9Ke0y/UO8FPNEO24kqsIR5Mw6YZuN7z1NJwahq4BGO6DqT6SDDOJkQFacFOdatn0\nbXenZ3maq21jr6TMafvHkyErEacg0BXHM16CK1HNMLUMUcvvEuW4SmqZsNfSFVvP70e3c2T0Zs5N\n7WCQzXipRU33a5LAe6m8M3EUMjZ2DT7MqHjQ7MN7zN4nNuX0CaNczPo2v3aSa49cQS9C/H4/d999\nN36/n7fffpuGhoY5f2O1WqmpqcHj8czzLkeBoWnXtgLbCqQ/l/XdNNdPkYCEE0SCSXWCLrUJFzZC\nfIQS4I6mAdo7BkhYLLzla+HMO+s4VyKIlJwFlwKeX5E5PiNfkJBs9M7+1gJposCPU/99BM316O3U\nb7R8FUIoBNK/WF7t8qNiSAVtMVHHBgLz3h80d97zTz9duz7g5dRvBBBGyTmLuRi00w4LGqYhpV0b\nASxkBt65aXOjip8l10VuLhai3S/IGPyl0O4gWjSZc1nXrqzMAUxSRRcbGcaFLbUikutWq3cYUltZ\nPEnoCsDIz8D6yDyeez7PM7t20+srLFS7pS9zIJjEkdJuNEs7vZOkn8qQPbDWdgLDi8DDzI+5nmWl\naafZjUkq6aKDYUawYUcr29qEWmZAD5ngVBG0ycUOCtuGhTxLPjtxhOzBUjHaCZheZ/X9+S5AYXhk\ngldeqaWrdydeQxWTBgc+FHpeOop99zamzoXn+ewfPu1ybex6ApSR/yiq7O0ssdSzrKfQxHb2HbT0\nJyhcTovNxhbSTW/7w8AYKl6GsRKCPP0TAfrWCNWtLRUnLSkJ/y8o/wfEXOVOr/OngE0F0lxtG3sl\nZW4cOMfYSJDfv2xlqHMzhnMxDKE4AQSTwPuRExgHP8IbYTiXqMKTcEMwAf4Qml1wo01A6m3fydT9\n5zo2TUXTbQtzl1Gd2eurpDiQA/QiIxqNcv/999PT08Orr77Kxo0b5/W7YDCI2+2mrq7QuYnTqQMW\nf0xbbkORhMQIJEaYBCZpAhy8yUcBWN+kULFzHHewlLffaOcXpzanfqc3EFNooaMzR3dkBtMidbfs\nQC/T76+TAH6C5ir/MFqIHIEWQOx/AWAmxnbepYV3+GnqV8uv3UxUjIzSCFTgp/0Kc9P3tYs8uhUi\nn3a1aH+jfRhIchPHaeUIP8v61bXXTjssaJQGNO30IDj5XILz7f/P1zlbCu0q0N9zabS7GzjMUpe7\nSaqZpBo4RYA6cjXJ4+bq9YHXCQQgOD2C7mz1tRCza5evvsJCtVv6MgcwiYNJHMDJPNrpweWy0TtA\nIZhxuNH1pF2SSSqZpBJNO3vqHbLRJ9L0iSJ9/3q+dn+h2uXTDebS7tq3dRq5dbYGTZsxwMfIiGBk\npBZenR5lOkFoYDJPbtePdrk2dn3qaiFXfn1iEjKr7NnksxP6AH36KSk6K8nG6m2ZdnKCCoxio3D/\nxKd9sufWAPCCGMiT93TtIHub3kyWw8ZeiW6al497FNyjVo5ww8wkag+/GPyoFncEB9qAXPcc9TPz\n3fWJcv3YNO37mfVVbxfzlblCzG0nJNceOUAvIlRVZe/evRw7doz/+Z//YdeuXTPSRKNR4vE4dnvu\nHpJvfvObANxzzz3L8qwL4X1nPT99dxvBqIWe8epZUua6lVbgZxUu7ARxsQoXq2aJziuA59BCUP8v\nYHWeNAlEHlfRYtZuMViIpdRyMUENLlal9rMXYm7tBAmSeQyA1O560y57EJo7WFpYfdV/fz1pVxip\nXT70VTzd/TU/0k5AZrU3X4yTwkjtFoe0E4tHageaR5AXra5GyD/5qA+69XZQLMJOSFYy8i9bRHzt\na1/jhRde4IEHHsDtdvPjH/845/v9+/czOjrKjh072LdvH5s2aa5ABw8e5Le//S333nsvDzzwwLV4\n9Fl531nPoKeSpFDwha2zpMxd0axIH7M2ylluxE3tLI3Ry0AXsBFthSp7D53u9hQkwX9yiVqiqU7E\nV7/6VY4cOVK02i0GM3GaucyNnKWbDQSxz2EA56fdSd5kMjVr+7Of/Yx/+Id/KOpytxiWTjt/6v9v\n5MOnXXYAtQwLq68wP+2meI+38XxotMuP1K4Q2a6d+V3bpZ2A3K07890CILVbLNLGLh5pYyETNDOz\nMp4fPeYJ6AP0hdkJyUpG/mWLiDNnzqAoCi+88AIvvPDCjO/379+Pw+Hg05/+NIcOHeKZZ54hmUzS\n3t7Ot7/9bb7+9a/PeY9wWN8LFEOPsjo/IotO749oH42peeetMkocN1EmSDKGYITMWbrT0w+iuQNd\nTH2yEan0MRRW48HJeKrzMDo6WmTaLV5nHUGQOONE8RBnHBUXmUZ+cdoJwpTjYJgJAP7jP/6Djo4O\nqV1B7QTwa6DuirTL6OZe4PtduRYLTV+4vhbKfz7aTVFBJc6UC/TitFu+tm6x6RfW1sH1qZ20E4tP\nL7VbXNr86T88Nnb527ritbHFVF/19MM5VxZuJ+Z+FkGcIH48qb9BRg/JNUdIriueffbZ6SHEr+vP\ns88+K7W7yrpJ7RavndRNaie1u/YfqZ3Urph1k9otXjup2+K1k1xdFCGEQHLd4Ha7efnll2ltbcVm\ns13rx7lmhMNh+vv7+dSnPkVtbe3cP0BqB4vTDaR2IMvclSC1WzxSu8UjtVs8UrvFIW3s4pFlbvEs\nttxJrh5ygC6RSCQSiUQikUgkEkkRYLjWDyCRSCQSiUQikUgkEolEDtAlEolEIpFIJBKJRCIpCuQA\nXSKRSCQSiUQikUgkkiJADtAlEolEIpFIJBKJRCIpAuQA/ToiFovxt3/7t6xevZrS0lJ2797NoUOH\n8qZ94403MBgMMz5Go5E33niDb3zjG9xzzz3U1NRgMBh45pln8uZz4cIFPvGJT2CxWLBYLJSUlBRM\n/8gjj6AoyoxPRUUF3d3dM9I/99xzrF27FqPRiKIo2O12PvOZz8xI+8gjj+R9l82bNxe1didPnqS9\nvR2TyYTBYEBRFL73ve/l1U3/PvtjNpv5/Oc/v2K0m02348ePMzU1dVW0W0iZu3DhArfeeisWiwWT\nyYTZbKa5uTmvzleq3YetvkrtpHZSu6XX7nqzE9dKO1nmct9P1tfrWzvJ1cd0rR9Asnx86Utf4pe/\n/CWPPfYY7e3t/PCHP+Tee+/l8OHD7NmzJ+9vHn30UT7ykY/kXHM4HPzjP/4jLS0tbN++ncOHD+f9\nrdPp5OMf/zh2u51EIoHD4SAQCCCEIJlM5v2NwWCgsrKSW265hebmZnw+H6+88go7d+7k2LFj6cbD\n6XSyf/9+kskkt99+OzU1Nbz00ku8+OKLvPrqqzlpAaxWKz/4wQ/IPrSgsrKyqLX7xCc+weTkJDU1\nNTgcDnp7e/nnf/5n/uIv/gKTKbfqWq1Wtm3bRnd3d1q7aDTK7373uxWnXT7d2tvbcbvdV0W7hZS5\nj3/840QiEUpLS9myZQtnzpwhmUzy5ptvzkh/pdp92Oqr1E5qJ7Vbeu2uVzux3NrJMpfRTdZXqZ1k\nGVjeY9cl14pjx44JRVHEv/3bv6WvRSIR0d7eLm677bYZ6Q8fPiwURRG/+MUvZnwXi8WEy+USQghx\n4sQJoSiK+NGPfjQj3V/+5V+KsrIy0dfXl07/1FNPCUA88sgjM9J/+ctfFqWlpSIej+dc7+7uFlar\nVfzJn/xJTt5Wq1X09/enrx06dEgAwmw256T98pe/LMrLywtqMxfXSrvS0lJx+vTpnLSAePrpp3PS\n6u939OjRFa3dbLoJcfW0W0iZKysrE88//3w6/aFDh4SiKOJb3/rWjPRXot2Hsb5K7TJI7TJI7aSd\nWAnayTKX+36yvma43rSTLA/Sxf064bnnnsNkMvHnf/7n6WslJSX86Z/+KUePHsXpdBb8bTAYzJnd\nM5vN1NfXz3nPX/7yl9x///20tram0+/atQuA48eP5/2N0WjEYDAQCATS19rb29myZQudnZ05eT/4\n4IO0tLSkr911111s3LgRq9Wak1ZHVdWcfOfLtdLu05/+NDfddFPO9YaGBv77v/8772927dpFOBzO\nubZStZuuG1w97RZS5u6//34eeOCB9OrKXXfdRUdHB4cPH56RXmcx2n0Y66vULhepnYbUTtqJlaCd\nLHMasr5K7STLgxygXyecPn2ajo4O7HZ7znW9cTh9+nTe3z3yyCNUVFRgtVq58847ee+99+Z1v+Hh\nYcbGxma4AukMDAzkvR4KhaioqKCyspKamhq+8pWvMDU1hcvlora2ds68d+3axdTUVDrtXPnOh2LS\nbt26dZw6dWrG9dneb6Vpt1jdYGm1W4hup06dykk/V95zUUxlDq5ufZXaSe2kdtJOrFTtZJnLIOtr\nYT5M2kmWB7kH/TphZGSExsbGGdcbGxsRQjA8PJxz3WKx8NBDD3HvvfdSW1vL+fPn+Zd/+Rduv/12\njhw5MmPWOd/99PzzMTU1RTwex2w2p681NTXx+OOPs3PnTlRV5eDBgzz11FMcOnQIp9PJE088MWfe\nHo8HVVV56KGH5sz37NmzHD58GINh9nmqYtLO4XDg8XhytJvt/f7sz/5sxWh3pbrN9X4L0W4hZa6x\nsZGJiQmAdPrZ8p6PdsVU5uDq1VepndSu0PuB1G42rlc7AcWjnSxzucj6WpgPk3aSZeJa+dZLlpf1\n69eL++67b8b1S5cuCUVRxL//+7/PmUdPT48oLS0V99xzT/paof02b731llAURRw4cCDn+okTJwQg\nFEURPp9vzns++uijAhCbNm0SqqrOmndnZ6coKSkRgPB6vbPm++STTwqDwSB+/vOfz/kMxaCdnvbB\nBx8UBoNhTu2efPJJoSiKKC0tFR/72MdWrHb5dBPi6mq3kDInhBB/9Vd/JQBx6623ptMXYr7aFUOZ\n09NfrfoqhNQuG6mdyEkvtdOQdqI4tZNlTuSkl/VV43rQTrI8yCmS6wSbzUY0Gp1xPRKJpL+fi/Xr\n1/Pggw/y+uuv50R9LHQ/IO89p6cphMvl4vnnnwfg5ptvRlGUgnm7XC7uu+8+rFYriqJQWlo6a96P\nPfYYiqIUPFJj+nMWi3bxeHxe9/zCF76AEAKDwcCBAwdWrHYL0S07v8Vqt5Ayp6f/yU9+AsDPf/7z\ndPpCzFe7Yipz09MUQmontQOp3XSknfjw2VhZ5mR9hetXO8nyIAfo1wmNjY1pN5hs9GtNTU3zyqe5\nuZlYLDbnPhXd1SbfPQHKyspyXHmm4/f7ufvuuwkEAlRXV6cbzXx562n9fj933HEHNTU1s+YN2vES\nNTU1eDyeWdPp9ysW7bxeL9XV1XNq95nPfAZFUdizZw8NDQ0F814J2s1XN/1+2flnM5d2Cylz2enD\n4TAOh4Pm5uY5n2++2hVTmYOlra/Z6aV2Urvs/KcjtZv9ftn5Z3M92glYHu1kmZP1NZvrUTvJ8iAH\n6NcJ27dv5+LFiwSDwZzr77zzDoqisH379nnl09vbi9VqnRFYYzpNTU3U1dVx4sSJvN+vXbu24G+j\n0Sj3338/PT09HDhwAK/XS11dXd68s9O++OKLdHV1zetdgsEgbrc7J99CFJN2ly5dmvV+2XqAFvCm\nUN4rRbv56gaL124hZW56+lWrVhUM/DKd+WpXTGUOlq6+Tk8vtZPaSe1ykXYiQ7FpJ8ucrK/TuR61\nkywT18azXrLc6Gc+/uu//mv6WjQaFRs2bBB79uyZkX58fHzGtdOnTwuLxSI++9nPpq/N58zHoaGh\n9LVCZz5GIhERCAREMpkUDzzwgLBYLOLgwYPib/7mb4TBYBDPP//8jLxLS0vFJz/5yXRa/czH//qv\n/5qR73QK5ZuPYtAu+4zWQu+Xrd1DDz1U8P2KVbv56patx1Jot5AyV1ZWJgYHB9Pp/+mf/mmGbtl5\nT2e+2hVDmRNiaeur1C73/aR2ue8ntZN2opi1k2Uu9/1kfb1+tZMsD4oQ89jYKflQ8PnPf55f//rX\nPProo7S3t/PDH/6QEydO8Nprr3HbbbflpL3rrruw2Wzs2bOH+vp6PvjgA55++mlKSko4cuQIhw4d\nwuv14nQ6+f73v8/nPvc5duzYAcBXv/pVysvLGRoaYufOnVRWVrJjxw68Xi9vvvkm0WiUz372s9x8\n883p9B6Phx07dtDc3Mz777/P1q1bMRgMnDlzhu3bt/PXf/3XAOzfvx+AoaEhOjo6CIfDbNu2jRtu\nuIEXX3yRmpoavvnNb2Iymdi/5x/6UwAAAaxJREFUfz8DAwPs2LGDffv2sWnTJgAOHjzIb3/7W+69\n915+85vfFLV2Qgh2797N+Pg4x44do7Kykq997WsYjcYc3fbt28cHH3zAm2++SX19PS6XK0e3laDd\nXLpt3LiR733ve0uu3ULK3M6dO4nFYvj9fjZt2sTg4GCObnr6pdDuw1ZfpXZSO6nd1dHuerIT10o7\nWeZkfZXaSZaVazk7IFleotGoePzxx0VTU5Ow2WzilltuEa+88kretN/97nfF7t27RW1trbBYLGL1\n6tXiS1/6kujt7RVCCNHa2ioMBkPez8DAQDqf8+fPi7vvvjs9M60oSt70Xq9XPPzww8Jmswkg/Zme\nPptdu3bNmVbPt6OjQ9jtdmGz2cS2bdvEd77zHZFIJIpeu2w9pr9ftm4dHR3CaDQWTLsStJtLt6ul\n3ULK3Pnz50V1dfWcOi+Fdh+2+iq1k9pJ7a6OdteTnbhW2skyJ+ur1E6ynMgVdIlEIpFIJBKJRCKR\nSIoAGSROIpFIJBKJRCKRSCSSIkAO0CUSiUQikUgkEolEIikC5ABdIpFIJBKJRCKRSCSSIuD/Aymo\nmTOAofh3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Result"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
